{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0.98,'No axes on this figure')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig = plt.figure(figsize=(15,10))  # an empty figure with no axes\n",
    "\n",
    "fig, ax22 = plt.subplots(2, 2)  # a figure with a 2x2 grid of Axes\n",
    "fig.suptitle('No axes on this figure')  # Add a title so we know which it is"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax21 = plt.subplots(2, 1)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAADqFJREFUeJzt3H+o3Xd9x/Hny2adzFUdNoIk0VaWTrMyqLt0DmFWdCPtIPmnSAJlcxSDzro/lEGHw0n9a8omCNlc2KQqaI3+MS8SKcxVHGK0t1SrScm4i269VNaonf+I1rL3/jin7nhz0/tt7vfck+T9fEDgfL/nk+/7fXLf95Xv+fE9qSokSVe+5y26AUnS9jDwJakJA1+SmjDwJakJA1+SmjDwJamJTQM/yUeTPJHk2xe4P0k+nGQ1ySNJXjN+m9L4nG11M+QM/15g/7Pcfyuwd/rnCPD3W29L2hb34myrkU0Dv6q+DPzwWZYcBD5eEyeBFyd52VgNSvPibKubHSMcYxfw2Mz22nTf99YvTHKEyZkSL3jBC377Va961QjlpfM99NBD36+qnVs8jLOtS85WZnuMwM8G+zb8voaqOgYcA1haWqqVlZURykvnS/KfYxxmg33OthZqK7M9xqd01oA9M9u7gcdHOK60aM62rihjBP4y8EfTTzS8FvhRVZ33lFe6DDnbuqJs+pJOkk8BtwDXJlkD/gr4JYCq+ghwArgNWAV+DPzJvJqVxuRsq5tNA7+qDm9yfwHvGK0jaZs42+rGK20lqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqQkDX5KaMPAlqYlBgZ9kf5IzSVaT3L3B/S9P8kCSh5M8kuS28VuVxudsq5NNAz/JVcBR4FZgH3A4yb51y/4SOF5VNwGHgL8bu1FpbM62uhlyhn8zsFpVZ6vqKeA+4OC6NQW8cHr7RcDj47UozY2zrVaGBP4u4LGZ7bXpvlnvA+5IsgacAN650YGSHEmykmTl3LlzF9GuNCpnW60MCfxssK/WbR8G7q2q3cBtwCeSnHfsqjpWVUtVtbRz587n3q00LmdbrQwJ/DVgz8z2bs5/WnsncBygqr4KPB+4dowGpTlyttXKkMB/ENib5PokVzN542p53Zr/At4IkOTVTH4pfF6rS52zrVY2Dfyqehq4C7gfeJTJJxZOJbknyYHpsncDb03yTeBTwFuqav1TY+mS4myrmx1DFlXVCSZvWM3ue+/M7dPA68ZtTZo/Z1udeKWtJDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSEwa+JDVh4EtSE4MCP8n+JGeSrCa5+wJr3pzkdJJTST45bpvS+JxrdbNjswVJrgKOAr8PrAEPJlmuqtMza/YCfwG8rqqeTPLSeTUsjcG5VkdDzvBvBlar6mxVPQXcBxxct+atwNGqehKgqp4Yt01pdM612hkS+LuAx2a216b7Zt0A3JDkK0lOJtm/0YGSHEmykmTl3LlzF9exNI7R5hqcbV0ehgR+NthX67Z3AHuBW4DDwD8mefF5f6nqWFUtVdXSzp07n2uv0phGm2twtnV5GBL4a8Ceme3dwOMbrPlcVf2sqr4DnGHyiyJdqpxrtTMk8B8E9ia5PsnVwCFged2afwbeAJDkWiZPhc+O2ag0Muda7Wwa+FX1NHAXcD/wKHC8qk4luSfJgemy+4EfJDkNPAD8eVX9YF5NS1vlXKujVK1/2XJ7LC0t1crKykJq68qX5KGqWlpEbWdb87SV2fZKW0lqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqwsCXpCYMfElqYlDgJ9mf5EyS1SR3P8u625NUkqXxWpTmx9lWJ5sGfpKrgKPArcA+4HCSfRusuwb4M+BrYzcpzYOzrW6GnOHfDKxW1dmqegq4Dzi4wbr3Ax8AfjJif9I8OdtqZUjg7wIem9lem+77uSQ3AXuq6vPPdqAkR5KsJFk5d+7cc25WGpmzrVaGBH422Fc/vzN5HvAh4N2bHaiqjlXVUlUt7dy5c3iX0nw422plSOCvAXtmtncDj89sXwPcCHwpyXeB1wLLvrmly4CzrVaGBP6DwN4k1ye5GjgELD9zZ1X9qKqurarrquo64CRwoKpW5tKxNB5nW61sGvhV9TRwF3A/8ChwvKpOJbknyYF5NyjNi7OtbnYMWVRVJ4AT6/a99wJrb9l6W9L2cLbViVfaSlITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNTEo8JPsT3ImyWqSuze4/11JTid5JMkXk7xi/FalcTnX6mbTwE9yFXAUuBXYBxxOsm/dsoeBpar6LeCzwAfGblQak3Otjoac4d8MrFbV2ap6CrgPODi7oKoeqKofTzdPArvHbVManXOtdoYE/i7gsZnttem+C7kT+MJGdyQ5kmQlycq5c+eGdymNb7S5Bmdbl4chgZ8N9tWGC5M7gCXggxvdX1XHqmqpqpZ27tw5vEtpfKPNNTjbujzsGLBmDdgzs70beHz9oiRvAt4DvL6qfjpOe9LcONdqZ8gZ/oPA3iTXJ7kaOAQszy5IchPwD8CBqnpi/Dal0TnXamfTwK+qp4G7gPuBR4HjVXUqyT1JDkyXfRD4VeAzSb6RZPkCh5MuCc61Ohrykg5VdQI4sW7fe2duv2nkvqS5c67VjVfaSlITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITBr4kNWHgS1ITgwI/yf4kZ5KsJrl7g/t/Ocmnp/d/Lcl1YzcqzYOzrU42DfwkVwFHgVuBfcDhJPvWLbsTeLKqfh34EPDXYzcqjc3ZVjdDzvBvBlar6mxVPQXcBxxct+Yg8LHp7c8Cb0yS8dqU5sLZVis7BqzZBTw2s70G/M6F1lTV00l+BLwE+P7soiRHgCPTzZ8m+fbFND2Ca1nXm3WvuNq/MWDNlTbbHX/O3erCsNne0JDA3+hspi5iDVV1DDgGkGSlqpYG1B/domp3q7vI2klWhizbYN9lO9tdf86d6j5T+2L/7pCXdNaAPTPbu4HHL7QmyQ7gRcAPL7YpaZs422plSOA/COxNcn2Sq4FDwPK6NcvAH09v3w78a1WddxYkXWKcbbWy6Us609ct7wLuB64CPlpVp5LcA6xU1TLwT8AnkqwyOfs5NKD2sS30vVWLqt2t7iJrb1r3Cpxtf85Xft0t1Y4nK5LUg1faSlITBr4kNTH3wF/UpesD6r4ryekkjyT5YpJXjFF3SO2ZdbcnqSSjfLxrSN0kb54+7lNJPjlG3SG1k7w8yQNJHp7+m982Qs2PJnniQp95z8SHpz09kuQ1W605c+yFfSXDomZ7UXM9tPY8ZnsRcz097nxmu6rm9ofJG2H/AbwSuBr4JrBv3Zo/BT4yvX0I+PQ21X0D8CvT228fo+7Q2tN11wBfBk4CS9v0mPcCDwO/Nt1+6Tb+nI8Bb5/e3gd8d4S6vwe8Bvj2Be6/DfgCk8/Svxb42uU814uc7UXN9SJne1FzPc/ZnvcZ/qIuXd+0blU9UFU/nm6eZPIZ7DEMecwA7wc+APxkG+u+FThaVU8CVNUT21i7gBdOb7+I8z/v/pxV1Zd59s/EHwQ+XhMngRcnedlW67LYr2RY1Gwvaq6H1p7HbC9krmF+sz3vwN/o0vVdF1pTVU8Dz1y6Pu+6s+5k8r/lGDatneQmYE9VfX6kmoPqAjcANyT5SpKTSfZvY+33AXckWQNOAO8cqfZW+5rXcecx10Nrzxprthc114NqM5/ZvlTnGi5ytod8tcJWjHbp+hzqThYmdwBLwOu3WHNQ7STPY/Kti28Zqd6gulM7mDz1vYXJWd+/Jbmxqv5nG2ofBu6tqr9J8rtMPtt+Y1X97xZrb7WveR13kbUnC8ed7UXN9aa1p+Yx25fqXA/t7TzzPsNf1KXrQ+qS5E3Ae4ADVfXTLdYcWvsa4EbgS0m+y+T1t+UR3uAa+m/9uar6WVV9BzjD5Jdkq4bUvhM4DlBVXwWez+QLqOZp0BzM6bjz+kqGRc32ouZ6SO1n1ow925fqXA/t7XxjvMHwLG887ADOAtfz/296/Oa6Ne/gF9/cOr5NdW9i8obM3u1+zOvWf4lx3rQd8pj3Ax+b3r6WyVPCl2xT7S8Ab5nefvV0ODNC7eu48Btbf8gvvrH19ct5rhc524ua60XO9iLnel6zPcowbNL0bcC/TwfwPdN99zA584DJ/4ifAVaBrwOv3Ka6/wL8N/CN6Z/l7XrM69aO+Yux2WMO8LfAaeBbwKFt/DnvA74y/aX5BvAHI9T8FPA94GdMznjuBN4GvG3m8R6d9vStsf6dFznXi5ztRc31Imd7EXM9z9n2qxUkqQmvtJWkJgx8SWrCwJekJgx8SWrCwJekJgx8SWrCwJekJv4PcgCmcLyIQvoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax12 = plt.subplots(1, 2)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD8CAYAAAB0IB+mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAADYBJREFUeJzt3HGI33d9x/Hny8ROprWO5QRJou1YuhrKoO7oOoRZ0Y20fyT/FEmguEppwK0OZhE6HCr1rylDELJptolT0Fr9Qw+J5A9X6RAjudJZmpTALTpzROhZu/5TtGZ774/fT++4XHLf3v3uLt77+YDA7/v7fX6/e+fD3TO/fH/3+6WqkCRtf6/a6gEkSZvD4EtSEwZfkpow+JLUhMGXpCYMviQ1sWrwk3wuyXNJnrnC7Uny6SRzSZ5O8rbJjylJWq8hz/A/Dxy4yu13AfvGf44C/7T+sSRJk7Zq8KvqCeBnV1lyCPhCjZwC3pDkTZMaUJI0GTsn8Bi7gQtLjufH1/1k+cIkRxn9L4DXvva1f3TLLbdM4MtLUh9PPvnkT6tqai33nUTws8J1K35eQ1UdB44DTE9P1+zs7AS+vCT1keS/13rfSfyWzjywd8nxHuDiBB5XkjRBkwj+DPDe8W/r3AG8WFWXnc6RJG2tVU/pJPkycCewK8k88FHg1QBV9RngBHA3MAe8BLxvo4aVJK3dqsGvqiOr3F7AX01sIknShvCdtpLUhMGXpCYMviQ1YfAlqQmDL0lNGHxJasLgS1ITBl+SmjD4ktSEwZekJgy+JDVh8CWpCYMvSU0YfElqwuBLUhMGX5KaMPiS1ITBl6QmDL4kNWHwJakJgy9JTRh8SWrC4EtSEwZfkpow+JLUhMGXpCYMviQ1YfAlqQmDL0lNGHxJasLgS1ITBl+SmjD4ktSEwZekJgy+JDUxKPhJDiQ5l2QuycMr3P7mJI8neSrJ00nunvyokqT1WDX4SXYAx4C7gP3AkST7ly37O+CxqroNOAz846QHlSStz5Bn+LcDc1V1vqpeBh4FDi1bU8Drx5dvAC5ObkRJ0iQMCf5u4MKS4/nxdUt9DLg3yTxwAvjASg+U5GiS2SSzCwsLaxhXkrRWQ4KfFa6rZcdHgM9X1R7gbuCLSS577Ko6XlXTVTU9NTX1yqeVJK3ZkODPA3uXHO/h8lM29wOPAVTV94DXALsmMaAkaTKGBP80sC/JTUmuY/Si7MyyNT8G3gWQ5K2Mgu85G0m6hqwa/Kq6BDwInASeZfTbOGeSPJLk4HjZQ8ADSX4AfBm4r6qWn/aRJG2hnUMWVdUJRi/GLr3uI0sunwXePtnRJEmT5DttJakJgy9JTRh8SWrC4EtSEwZfkpow+JLUhMGXpCYMviQ1YfAlqQmDL0lNGHxJasLgS1ITBl+SmjD4ktSEwZekJgy+JDVh8CWpCYMvSU0YfElqwuBLUhMGX5KaMPiS1ITBl6QmDL4kNWHwJakJgy9JTRh8SWrC4EtSEwZfkpow+JLUhMGXpCYMviQ1YfAlqQmDL0lNDAp+kgNJziWZS/LwFda8J8nZJGeSfGmyY0qS1mvnaguS7ACOAX8GzAOnk8xU1dkla/YBfwu8vapeSPLGjRpYkrQ2Q57h3w7MVdX5qnoZeBQ4tGzNA8CxqnoBoKqem+yYkqT1GhL83cCFJcfz4+uWuhm4Ocl3k5xKcmClB0pyNMlsktmFhYW1TSxJWpMhwc8K19Wy453APuBO4AjwL0necNmdqo5X1XRVTU9NTb3SWSVJ6zAk+PPA3iXHe4CLK6z5RlX9sqp+CJxj9A+AJOkaMST4p4F9SW5Kch1wGJhZtubrwDsBkuxidIrn/CQHlSStz6rBr6pLwIPASeBZ4LGqOpPkkSQHx8tOAs8nOQs8Dnyoqp7fqKElSa9cqpafjt8c09PTNTs7uyVfW5J+UyV5sqqm13Jf32krSU0YfElqwuBLUhMGX5KaMPiS1ITBl6QmDL4kNWHwJakJgy9JTRh8SWrC4EtSEwZfkpow+JLUhMGXpCYMviQ1YfAlqQmDL0lNGHxJasLgS1ITBl+SmjD4ktSEwZekJgy+JDVh8CWpCYMvSU0YfElqwuBLUhMGX5KaMPiS1ITBl6QmDL4kNWHwJakJgy9JTRh8SWrC4EtSE4OCn+RAknNJ5pI8fJV19ySpJNOTG1GSNAmrBj/JDuAYcBewHziSZP8K664H/hr4/qSHlCSt35Bn+LcDc1V1vqpeBh4FDq2w7uPAJ4CfT3A+SdKEDAn+buDCkuP58XW/luQ2YG9VffNqD5TkaJLZJLMLCwuveFhJ0toNCX5WuK5+fWPyKuBTwEOrPVBVHa+q6aqanpqaGj6lJGndhgR/Hti75HgPcHHJ8fXArcB3kvwIuAOY8YVbSbq2DAn+aWBfkpuSXAccBmZ+dWNVvVhVu6rqxqq6ETgFHKyq2Q2ZWJK0JqsGv6ouAQ8CJ4Fngceq6kySR5Ic3OgBJUmTsXPIoqo6AZxYdt1HrrD2zvWPJUmaNN9pK0lNGHxJasLgS1ITBl+SmjD4ktSEwZekJgy+JDVh8CWpCYMvSU0YfElqwuBLUhMGX5KaMPiS1ITBl6QmDL4kNWHwJakJgy9JTRh8SWrC4EtSEwZfkpow+JLUhMGXpCYMviQ1YfAlqQmDL0lNGHxJasLgS1ITBl+SmjD4ktSEwZekJgy+JDVh8CWpCYMvSU0YfElqYlDwkxxIci7JXJKHV7j9g0nOJnk6ybeTvGXyo0qS1mPV4CfZARwD7gL2A0eS7F+27Clguqr+EPga8IlJDypJWp8hz/BvB+aq6nxVvQw8ChxauqCqHq+ql8aHp4A9kx1TkrReQ4K/G7iw5Hh+fN2V3A98a6UbkhxNMptkdmFhYfiUkqR1GxL8rHBdrbgwuReYBj650u1VdbyqpqtqempqaviUkqR12zlgzTywd8nxHuDi8kVJ3g18GHhHVf1iMuNJkiZlyDP808C+JDcluQ44DMwsXZDkNuCzwMGqem7yY0qS1mvV4FfVJeBB4CTwLPBYVZ1J8kiSg+NlnwReB3w1yX8mmbnCw0mStsiQUzpU1QngxLLrPrLk8rsnPJckacJ8p60kNWHwJakJgy9JTRh8SWrC4EtSEwZfkpow+JLUhMGXpCYMviQ1YfAlqQmDL0lNGHxJasLgS1ITBl+SmjD4ktSEwZekJgy+JDVh8CWpCYMvSU0YfElqwuBLUhMGX5KaMPiS1ITBl6QmDL4kNWHwJakJgy9JTRh8SWrC4EtSEwZfkpow+JLUhMGXpCYMviQ1YfAlqQmDL0lNDAp+kgNJziWZS/LwCrf/VpKvjG//fpIbJz2oJGl9Vg1+kh3AMeAuYD9wJMn+ZcvuB16oqt8HPgX8/aQHlSStz5Bn+LcDc1V1vqpeBh4FDi1bcwj4t/HlrwHvSpLJjSlJWq+dA9bsBi4sOZ4H/vhKa6rqUpIXgd8Ffrp0UZKjwNHx4S+SPLOWobehXSzbq8bci0XuxSL3YtEfrPWOQ4K/0jP1WsMaquo4cBwgyWxVTQ/4+tuee7HIvVjkXixyLxYlmV3rfYec0pkH9i453gNcvNKaJDuBG4CfrXUoSdLkDQn+aWBfkpuSXAccBmaWrZkB/mJ8+R7g36vqsmf4kqSts+opnfE5+QeBk8AO4HNVdSbJI8BsVc0A/wp8Mckco2f2hwd87ePrmHu7cS8WuReL3ItF7sWiNe9FfCIuST34TltJasLgS1ITGx58P5Zh0YC9+GCSs0meTvLtJG/Zijk3w2p7sWTdPUkqybb9lbwhe5HkPePvjTNJvrTZM26WAT8jb07yeJKnxj8nd2/FnBstyeeSPHel9ypl5NPjfXo6ydsGPXBVbdgfRi/y/hfwe8B1wA+A/cvW/CXwmfHlw8BXNnKmrfozcC/eCfz2+PL7O+/FeN31wBPAKWB6q+fewu+LfcBTwO+Mj9+41XNv4V4cB94/vrwf+NFWz71Be/GnwNuAZ65w+93Atxi9B+oO4PtDHnejn+H7sQyLVt2Lqnq8ql4aH55i9J6H7WjI9wXAx4FPAD/fzOE22ZC9eAA4VlUvAFTVc5s842YZshcFvH58+QYuf0/QtlBVT3D19zIdAr5QI6eANyR502qPu9HBX+ljGXZfaU1VXQJ+9bEM282QvVjqfkb/gm9Hq+5FktuAvVX1zc0cbAsM+b64Gbg5yXeTnEpyYNOm21xD9uJjwL1J5oETwAc2Z7RrzivtCTDsoxXWY2Ify7ANDP57JrkXmAbesaETbZ2r7kWSVzH61NX7NmugLTTk+2Ino9M6dzL6X99/JLm1qv5ng2fbbEP24gjw+ar6hyR/wuj9P7dW1f9t/HjXlDV1c6Of4fuxDIuG7AVJ3g18GDhYVb/YpNk222p7cT1wK/CdJD9idI5yZpu+cDv0Z+QbVfXLqvohcI7RPwDbzZC9uB94DKCqvge8htEHq3UzqCfLbXTw/ViGRavuxfg0xmcZxX67nqeFVfaiql6sql1VdWNV3cjo9YyDVbXmD426hg35Gfk6oxf0SbKL0Sme85s65eYYshc/Bt4FkOStjIK/sKlTXhtmgPeOf1vnDuDFqvrJanfa0FM6tXEfy/AbZ+BefBJ4HfDV8evWP66qg1s29AYZuBctDNyLk8CfJzkL/C/woap6fuum3hgD9+Ih4J+T/A2jUxj3bccniEm+zOgU3q7x6xUfBV4NUFWfYfT6xd3AHPAS8L5Bj7sN90qStALfaStJTRh8SWrC4EtSEwZfkpow+JLUhMGXpCYMviQ18f+GmWq6NWLIwgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax11 = plt.subplots(1, 1)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib.pyplot "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = np.linspace(0, 2, 500)\n",
    "# x = np.linspace(0, 2, 5)\n",
    "\n",
    "plt.plot(x, x, label='linear')\n",
    "plt.plot(x, x**2, label='quadratic') # 二次方的\n",
    "plt.plot(x, x**3, label='cubic') # 三次方的\n",
    "\n",
    "plt.xlabel('This is x label')\n",
    "plt.ylabel('This is y label')\n",
    "plt.title(\"Simple Plot\")\n",
    "\n",
    "plt.legend() # 在图表内展示图例\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Coding Styles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0. , 0.2, 0.4, 0.6, 0.8, 1. , 1.2, 1.4, 1.6, 1.8, 2. , 2.2, 2.4,\n",
       "       2.6, 2.8, 3. , 3.2, 3.4, 3.6, 3.8, 4. , 4.2, 4.4, 4.6, 4.8, 5. ,\n",
       "       5.2, 5.4, 5.6, 5.8, 6. , 6.2, 6.4, 6.6, 6.8, 7. , 7.2, 7.4, 7.6,\n",
       "       7.8, 8. , 8.2, 8.4, 8.6, 8.8, 9. , 9.2, 9.4, 9.6, 9.8])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.arange(0, 10, 0.2) # (起,始,步长)\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.        ,  0.19866933,  0.38941834,  0.56464247,  0.71735609,\n",
       "        0.84147098,  0.93203909,  0.98544973,  0.9995736 ,  0.97384763,\n",
       "        0.90929743,  0.8084964 ,  0.67546318,  0.51550137,  0.33498815,\n",
       "        0.14112001, -0.05837414, -0.2555411 , -0.44252044, -0.61185789,\n",
       "       -0.7568025 , -0.87157577, -0.95160207, -0.993691  , -0.99616461,\n",
       "       -0.95892427, -0.88345466, -0.77276449, -0.63126664, -0.46460218,\n",
       "       -0.2794155 , -0.0830894 ,  0.1165492 ,  0.31154136,  0.49411335,\n",
       "        0.6569866 ,  0.79366786,  0.8987081 ,  0.96791967,  0.99854335,\n",
       "        0.98935825,  0.94073056,  0.85459891,  0.7343971 ,  0.58491719,\n",
       "        0.41211849,  0.22288991,  0.02477543, -0.17432678, -0.36647913])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y = np.sin(x)\n",
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x873f080>]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots() #注意区分subplot()和subplots()\n",
    "fig.suptitle('This is customised title')\n",
    "ax.plot(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# one finds oneself"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZQAAAEWCAYAAABBvWFzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsvXmUZNld3/n5xR4ZmZF7VWVV74u6WxstKAQzgA2SADEDkowBS4wGYaMjOGPZZ8yxQYw5wMjgkWWPMR5gcLMIYTBCyMZusIwshMQyQlKXUKvVi7q7unqryqyqXCMyM/aIO3+89yKjsmJ5y733Ranf95w8mfHiLb98997f/vtdUUqRIEGCBAkSREUqbgISJEiQIMFXBhKBkiBBggQJtCARKAkSJEiQQAsSgZIgQYIECbQgESgJEiRIkEALEoGSIEGCBAm0IBEoCRJMgIj8jIj89pjvHxORbw54z28SkScjE+fj+SLyKRF5p45nJUgwDpm4CUiQIG6IyMHAxxmgCXTdzz886Xql1CuCPlMp9RfAPUGvE5HfBC4qpX5y2PNF5GeAu5RSbw967wQJoiKxUBK85KGUmvV+gBeA7xo49jtx05cgwY2CRKAkSOAPORH5LRHZd11MZ70vROQ5EXmD+/drReSciFRF5IqI/OthNxORbxaRiwOff1xELrn3f1JEXj/kmncB/wvwYyJyICJ/OPh8EXkj8H8Af8f9/osjnv33ROQJEdkVkY+JyK1RXkyCBB4SgZIggT+8CfgQsAA8CPziiPN+AfgFpVQZuBP48KQbi8g9wLuBr1VKzQHfDjx3/Dyl1APA7wDvd62n7zr2/R8D/xz4Pff7rxryrLfgCJ3vBlaBvwB+dxKNCRL4QSJQEiTwh79USn1UKdUF/j1wHbN20QbuEpEVpdSBUuozPu7dBfLAy0Ukq5R6Tin1jCa6j+OHgf9LKfWEUqqDI4DuT6yUBDqQCJQECfzh8sDfNaAgIsOSWn4IeBnwZRF5SES+c9KNlVLngf8d+Bngqoh8SEROa6B5GG4FfkFE9kRkD9gBBDhj6HkJXkJIBEqCBBqhlHpaKfU24ATwL4CPiEjJx3X/QSn1jTgMX7nXDj110q0mfP8i8MNKqYWBn6JS6tOTaEyQYBISgZIggUaIyNtFZFUp1QP23MPdCdfcIyKvE5E80ADqY665Atwx5nZXgNtEZNTa/hXgJ0TkFe6z50Xke8fRlyCBXyQCJUECvXgj8Jhb2/ILwFuVUo0J1+SB9wFbOK61EziB82H4dZxYy56I/Och3/+++3tbRP76+JdKqT/AsX4+JCJV4FHgOybQlyCBL0iywVaCBAkSJNCBxEJJkCBBggRakAiUBAkSJEigBYlASZAgQYIEWpAIlAQJEiRIoAUvqW7DKysr6rbbboubjAQJEiS4ofD5z39+Sym1Oum8l5RAue222zh37lzcZCRIkCDBDQURed7PeYnLK0GCBAkSaEEiUBIkSJAggRYkAiVBggQJEmhBIlASJEiQIIEWJAIlQYIECRJoQawCRUR+Q0SuisijI74XEfm3InJeRB4Rka8e+O4dIvK0+/MOe1QnSJAgQYJhiNtC+U2c7qyj8B3A3e7Pu4D/F0BEloCfBr4OeC3w0yKyaJTSBAkSJEgwFrEKFKXUn+PsGDcKbwZ+Szn4DLAgIms4e25/XCm1o5TaBT7OeMEUCf/tSxv85y9cMnX70Nio1PntzzxPoz12uw3raHV6/MEXLvLUlf24SbkOn7mwzaef2YqbjOtw/uoB/+mvL07dWDY7XX77M89zaa8eNynX4c+e2uQvnt6Mm4zr8OJOjd/57PO0Or24SbGOaS9sPIOzw5yHi+6xUcevg4i8C8e64ZZbbglMgFKKD597kU8+uUk2neJ/fvVa4HuYQKPd5bt/+dNsVBp87tkd/u3bXhM3SX387H99nN/6q+c5MZfnv/+jv8HCTC5ukgD49Pktvv/XPgvAB/7u1/It95yImSIH1UabH/j1z7JeafCZC9u8/3tGbVdvHz/5B4/y+5+/yMpsjj//sW9hJjcdLONPHr/CO3/LKVL+zb/7tXzzlIzlfqPNd/3iX7JXa/PYepV//rdeFTdJVhG3y2sSZMgxNeb49QeVekApdVYpdXZ1dWLngOsJEOGBHzjLHaslfvUvLgS+3hQefHidjUqDe0/N8UePrHO5MmkPJzvYPmjyHz77AnefmOXqfnOqLLtf/tQzLM5kWS7l+OVPno+bnD7+6IsbrFca3H1ilo98/uLUjOXmfpP/9IVL3Htqjq2DFv/x8xfjJqmPX/2LC5yYy7NcyvHrf/ls3OT08eFzF9mrtbn31BwfOXeRvVorbpKsYtoFykXg5oHPNwHrY44bQTad4vvO3szDL+6xUZkO0/+/P36Fm5eK/Mrbv4aegj96xNi/Hwh/9tQmnZ7iX3/f/dxzco7/+qWNuEkCoFJr85kL27z1tbfw9q+/lc8/v8v2QTNusgD46Jc2uH2lxC9+/1fTU/CpJ6/GTRIAf/zYZbo9xb9922u4c7XEx5+YDrq2D5p89tkd3v71t/L9X3cLf3l+i0qtHTdZAHz88cvct1bmX33vV9Hq9vjYY5fjJskqpl2gPAj8gJvt9fVARSm1AXwM+DYRWXSD8d/mHjOGb7xrBYDPXhgX8rGDTrfHZy9s8413rXLbSolblmZ46Ln46QJHoKzM5njF6TKvu+8EX3hhbyriAn91YZtOT/H6e0/w+vtO0FPw/z2zHTdZtLs9Hnpuh2+55wQvOznL2nyBP5+SuMDnnt3hVLnA3Sdm+aa7V/ncs9s0O/GP5Wefdeb6N969wjfctYJSTMX8r7e6/PXze/yNu1d4xekyy6Ucn3t2N26yrCLutOHfBf4KuEdELorID4nIj4jIj7infBS4AJwHfhX43wCUUjvAPwMecn/e6x4zhvvWypQLmf5kjhNPXTlgv9nh6+9YAuDsbYuce26XadjO+Ysv7vE1ty6SSgmvuXmBTk/x6KVK3GTxxYt7ZFLCK8/Mc99amXwmxSMv7sVNFk9sVGl2enz1rQuICGdvW+LhF+KnSynFued2OHvbIiLC19+xRKPd47H1atyk8blndyhm07zqzDz337xALpPic1MgUL50qUKr2+Pr7lhCRPiaWxf5/PPx02UTcWd5vU0ptaaUyiqlblJK/bpS6leUUr/ifq+UUn9fKXWnUupVSqlzA9f+hlLqLvfnA6ZpTbvM6PGN+BfUY+sOg37lmXkAXnPLItuHrdgzcaqNNs9t13jVAF0AX5gCBvnIxT3uXZujkE2TTad4xekyX7wYP10Pu0LNe1evOlNmvdKI3R23ddBio9Lo0/WK086YPjEF8//x9SovP10mm05RyKa599Qcj0+BoOuvy9NH8/+57Vrs7rhOt0e3Z0fZnHaX11Th3lNlnrq8b21wRuHxjSrFbJrblksuXXMAPH3lIE6y+ovaE3Src3lWZvOxpw8rpXhsvdoXdACvOjPP4+vV2K26Jy/vM1/Mcnq+ABy9u0djZpDemHlz66bFInOFTOyMWynFE5er3Lc21z9276k5vnw5foHy+HqVldk8J8rOWHrv7qmr8c7/P3niKvf91B9beUeJQAmAe9fmqLe7PL99GCsdX97Y555Tc6RTTrLby044E/fJmBn301cdgXbPqaPF/rKTszx1NV5Bt3PYYq/W5q4TR3TddWKWw1aXy9V4M6qevnLA3SdmEXHG8p6TnnIQ71g+edl5/stcekSE+9bKfPlyvHStVxrsNzrce6rcP3bPqTJbBy029+O16r58ef8aQfcydx08GfM7u7B1QKvT48xC0fizEoESAHefmAXgmc14BcqzW4fcuTrb/zw/k+VUucBTMU/cZ64eMJNLc8rV0MB5Z+ev7MdqCZx3Bdqdq6X+sTvdsTwfo7BTSvHU1X3uPnk0lkulHPPFLBe24p1jT1/dZ6mUY3Uu3z9252qJZ2Omyxsvby2Co7QAPLMZ71geX5en5wvM5jOxW+gXNg85MZdnrpA1/qxEoATA7SsOQ4rTQjlsdrhcbXD7ysw1x29fKfFszJbTha1Dbl8p9bVtOLIErlTj0x49BeCuASZ01xQIlN1am71a+xomJCLcsVriQozMERylxZvvHm5fKbFz2Io1JuCtvUHaPNfvczEKu82DJgfNzjV0iYizLmMWwhc2D7hjtTT5RA1IBEoALMw42uNzMTLu5/oLavaa47cuz/DCdi0Okvp4duuAO1aP0+VM5Bd24qPt+Z1DcukUp+ePTP7V2TylXJrnY3xn3jvxGKKHO1ZmuRCzFfzCdo1bl65VWjw641Rcnt06ZCaXvsZyOr1QJJsWnotxLJ91x+u2Y0L4luWZWOc+OO/s+Lo0hUSgBMRtyzOxMiHv2bcuX7vYb1meYfuwxUGzEwdZdHuK9b0Gtyxd66e9xWVKcS6q9b0GpxcKpFJHlpOIcGaxyHqMmXHeO7nl+FguzXB1vxlbzUej3WWj2riOLk/7jtMSeH67xq3L11rB6ZRw89JM7HQB3H5MObh1aYZLu3U63Xj6eh02O+zW2ty8ODP5ZA1IBEpA3LJcilWgeAzwpsVrGfetS/G6467uN+j2FGvz19J1eqFISuIVKJd2a5weEpA8vVBkPcbOBy+67+T4Yl9bcGJQcbVgubhbQ6nrLacz7pyL8529sFO7TmkBh3E/H+cc26sjAqfmC9ccv3V5ho6rbMUBr7PH6YXChDP1IBEoAXF6vsDlSiO2IPNGpUExm2a+eG2A7WZ3kV3cjWexewvmeCZJLpNibb7ICzG6SRwLZYRAiWmhg+NWWp3LU8ylrznuvcO4aPPm0HGlZSaXYb6YZSPGd3a5Mnws1xaKXIkxY2+jUmdlNk8ucy1Lvdm10C/uxiPsLrljNeydmUAiUALi1HyBVrfHzmE8Td82KnXWFgrXmPweXUBsi8qznNaGaEJnFoqsx6Rtt7s9ruwPZ0JnForsHLaoteJxE65X6sOZozuWcbnjvDl0XNsGh7a4+tntN9ocNDv99zOItXKBncNWbG1+NiqNfi3RILyMx7jS0zf2PAslEShTCW8yb8TEINf3GtcElz2slPJkUhKbm+TItL6etpPzhdgEnWNNwk0jBArEZwlcrjQ4Vc5fd9x7h3Exbm9un5gbLlDifF8Ap4bM/7gVqo1K4zp3LxzRFZdAWd+rkxI4OXf9PDOBRKAEhDeZ42TcwzTHVEo4MZePja71vQaz+QzlIbnup8p5rlTjcRNeGqOhne4LlHgY9+Vqg5Pl68eykE2zVMrFZtVdqTaGum/AcS3Fpm2772OohTJfvOYcm1BKsbE3fF3O5DKUC5n41mXFmWOZtB1WnwiUgPDM2o0YFlW72+PqfnOoaQ2ONhSnJjQq8HeyXKDR7lGt23ctre+NDkp6x+IQKLVWh/1GZ6hAAYe2uATdRqXBqfnhGu3p+fhcS30LZcg761sCMTDuaqPDYas7cv6fcuOucWB9rz5UAJtCIlACYnnWcy3ZX+xX95so5WiJwxCrQKnUh5r8QJ9pxkHb+hgL5VS5QEqIpammV+g5jDmCo3HHFfx2XHGj6YJ4LAHvmcOE8KkYXdGea3Lc/I/VFWcpfgKJQAmMdEo4WS7EM3G9wPcIjeNkOb4MtA231mMY4vQjX9qrszKbo5BNX/ddJp3iVLkQi0A5igcMf2dnFuKrkblSbYyk6yiGGMM7qw7PpAKYzWeYK2RiUfQ8XjBq/juJDPG44tb36lZ6eHlIBEoIxGXCrvcn7vAJsjZfoNbqsm+5uLHR7rJ92BqaLABwci6+gKnjvhlt8q8txGMJXN33tO3hrqW1+QL7zQ7Vht02J412l91ae7SF4iUMxPDOnMD3mLGMiXF772JYsgA4VujWQdN6cePOYYtmp5e4vKYdcQkUT/saxSA9V8AVy7RN0rZPuEzTNl3g7Is+LFvJw+psns0Y9h65PMZ9A0eM2/Y8O0oZHq20QEwWygTl4NR8PAkDG5XxmVQn5wv0FNbn2bgkBlOIe8fGN4rIkyJyXkTeM+T7nxeRh92fp0Rkb+C77sB3D9qke811edl2LW1UGpRy6aGZVHDkw7W9qLbchbI6YkEVsmkWZ7KxLPatgyYrs7mR36/M5fr028TlqjOWozrAejRvWW7JvjEm8A1HYxmHJTApwLxWjkvRc7LiRmVSee/S9jubtC5NIGPtSccgImngl4BvBS4CD4nIg0qpx71zlFL/aOD8fwC8ZuAWdaXU/bboHcSp+QL1dpdqvcP8jPmW0B62D1pjJ0fcE3dldjRtcQQmez3F9kFrLF2rswX2am3a3R5ZS6mVAFerTU6OYY6rLs1blgtoxxU1eliZzbN9YJeueqtLdUxWHDiWwOZB0/pYbh00x6/L+Xg8B1vuGI2b/7oRp4XyWuC8UuqCUqoFfAh485jz3wb8rhXKJmClv9jtao9bB02Wx0yOuFxLfiauI1Dsvq+9eptOT42la2XOsQRsM8jL1dGZVDAwxyxbKEeuuDHvbDZv3arra9vjlIO5PErBbs3uWG4ftsauy7iq5f0oeroRp0A5A7w48Pmie+w6iMitwO3Anw4cLojIORH5jIi8ZdRDRORd7nnnNjc3ddDN8mw8TMjRtke7bwrZNHOFDNuWtVpv4i6Poe1U2X5Kc39BjdEe+4zbMoO8MqKo0cN8MUsmJdbp2j5skc+kmM2Pdl4sz+aszzHveZ4CMAwrpelcl4szOVJin66t/SaFbIqZ3PUZjqYQp0CRIcdGBSXeCnxEKTVYTXWLUuos8P3AvxGRO4ddqJR6QCl1Vil1dnV1NRrFLpZLDhPajkFLG6cJgeuOiEGgLMxkx7oZlmdz7By26PXsxZ087X6cVusJFNsB00lMKJUSlmftx3c8F+HxXnGDWJnNW7ecvLXmrb1h8NaGTcatlGLzoDnWCkilhKVSju0YPBqTxlI34hQoF4GbBz7fBKyPOPetHHN3KaXW3d8XgE9xbXzFKPoBU4uMu9tT7NRafS1sFJZKOfuCbn98nAKcxd7tKatpsJv9oOTod+YJG5v7kddaHertLktjmCM4zNO6tn3YHGtpgjP/95sdq9Xy3nsYR1vfc2CRcR80O7Q6vbHKAcQzllsT4ocmEKdAeQi4W0RuF5EcjtC4LltLRO4BFoG/Gji2KCJ59+8V4BuAx49fawqLfdPa3sTdrbVQarz7BmC5lIth4o7PpAKHLudce7R5QsJPDMWmJeCHOYIz1nFYKEsTlBbvfdrsuO3FK8dZKCsl+8qBN5/H0QXxuAm3JlhOJhCbQFFKdYB3Ax8DngA+rJR6TETeKyJvGjj1bcCH1LU5uvcB50Tki8AngfcNZoeZRjadYnEma5Vxb/kw+cGxBOLwb09yxXnM0yoTOmiRTct1e8cMYiaXoZRLs7Vvjy5vfJYnMu6cVQEMjpLkZ46BfSFcyqWv2ztmEOVihkxKrM7/bR9xOnDXpXUXeWusdW4CsaUNAyilPgp89Nixnzr2+WeGXPdp4FVGiZsAh3Hb12onWQIrszl2Dpv0euqaLW9NYmu/OTZOAfS13h2L78yvD9m2JeC9g0mWgFd0qZSy4gdXSrF9OD62A/EkpWz7iB+KOHEnm4z7yEKZbKHbFHTdnmLn8CVkodzoWC7Z1R6PMqkmM+6eclJmbaDRdlq9+PEhg12Xl1+T33Ya7LbP+oCV2TytTo8DS610Dltdmp3eRFfcagyJDI4VPFnbth2r8Fs8uFzKsd/o0OzYiTvt1lr0lN2UYUgESmisWDZhPUY8yRI4ynSxQ5vfXPcjC8VuDGWSoAPnnVoVKO47mGSheAzUlhD25szEZIEYLJStg9ZEVxw4tNlMlvHeweLMpLG0G3fyk8pvAolACQnbQbbtgyaZlFAujvdS9nPxLdHmV9vOZVLMFTKWYyg+LZS5nNVA7o5b6zGpPsB2jcyWz2SBmVyGmVzaslXnTzmwr+g1mS9mh3ZAHsSS5RoZLyaYWCg3CJZL+X7LDhtwalByE33pS5a1Rz/Fgx4cN6Gdxa6UYvew3X8f47BUyrNXb9O1VCPjO7ZjuVreE/YrPi0BW4y711Ps+HZ52c1y3D70K+jsKnpxVMlDIlBCw3bW0qSeVB76RZeWgt9+M5bAMfttva9aq0ur25voigBYnMmiFFQtxZ12Dien5oJ9JrQdwE2yXMpbc8VVG04LHX8urzz1dpday07caWt/coYj2HdFB1mXOpEIlJDoFzfackf4ZEKLM1lE7Pndd92Ju+CjSeZSKWdNoHj9nBbGpAx76Md3LPWA2j7wp20vuMJwzxZdPmM74KU0T5crbvAcW1aKXwvFdgxxr9YiJVD2Mf91IhEoIWG7zcNezZ9AyaRTLM7krKXn7tbaZNMytveTB5t1FXs1x9pY8GGh2Gbcfi2UXCZFKZdm59CO5bR10GQ2nxm6u+VxLMzk+u/YNLYDuG885m4rA22v1vY1x8qFDNm02FP0ai3mi1nSlkoHPCQCJSQWXY3cVmfT3cOWL/cNONqQrUK9vVqLhZnJsR1w6Nqt2enn5TG7RT+W04ynPZpnkE6tR9O3K8Jh3NMl6MB5r9bmfl85mDyWixaVA6UUe/W2rzkmIm5Ksz1Fzy+/0IlEoITEkVZrngl1uj2qjY6vBQUOg7S32Fu+FhQ4wW9b/by8/3/RB4NcsKgc1FpdGu2eL787HAlhG3CYkL+xXJjJ0ez0qLfM11V4wsFfPMw5Z9eCclBtdOj2lG/GvVjK9YWjaTiKnl13FyQCJTQ837yNxV6pe9q2v4k7P5PtX2Mau4f+NaFliynNHhPyG9uBo3iQSXg+9CWf72xhJmuNCVXqbd8+9z7jtjD/d2v+57833jYKe4/mmM+xLGap1G1Zm23f1qZOJAIlJDLpFHP5jBULJYjJD87EteXfdiwU/4IOsCLs+u+sOJm2mVyaXDplhXHvBRzLRYvW5n69Pbbv2SBsunz3ak7dzrg+Xh7KhSwpsePy8pQD/1advXXpuaJtIxEoEbBQylqZuEFMfnBM6z1LmtBurc1iyb+gA6hYEcItZvOZiQVn4Pi3F0tZKxaKNy5+F/vijB26IJiFYtPlG0RpSaWcZqB2BJ3/xA/nPHvWZhBXtE4kAiUCHO3Rnrbt2xIoZmm0e8b3q1BKBdKE+kzIgrDbq/nXtsGeJRAkWQAc5aDa6NAxXECrlKISxEIp2bNQdmvtQPEAe+vSf5o1OPO/Um9xbeN0/Wi0nThdYqHcYLCVgbMbIB4weJ5p19J+s0Onp/zHA1xmZU2r9Wk5gac92rM25wO4vMD8WNbbXTo9FcDl5cVQ7MQqggiUhZmsJSs4mHKwUMzS7ipqhhMZggo6nUgESgQsWjJh9wJkLMFR3MA04947DBYPKFsUKHsB0yaXLGXg7AWI7YC9DDRPYPkVKH2lxZJVF2QsF6xZm27xYCHYOzOdMBA0tqMTiUCJACf4bcfkz6aFko+gJAxMXMO07QaM7aRTQrmQsRKUDxqUXJjJWYlV7NbalHJpX7EdsGcJeGPilznmM2lmcmlrLt9gY2kn+O0VD/rdd2i+r+iZnWdBYzs6EatAEZE3isiTInJeRN4z5PsfFJFNEXnY/XnnwHfvEJGn3Z932KXcwcKMHf/27qH/4kE40jJNL/YgtR4e7LkJ/ddUgJPGu1dvGy+63KsHE3RHdRVm31m17vS+mra4kxenCzKWtuJhQYsHj6w6S+syBoES246NIpIGfgn4VuAi8JCIPDhkK9/fU0q9+9i1S8BPA2cBBXzevXbXAul9LA7EKvwWqoVB0IyNoxiKLQslGG2mTX6veDKoVtvtKfYbHd/xjTCoBA0wl+y4CYO6vMCOJXDgxumCBeWz1Fpdmp0u+Yw/qz4MwsR2wLzLK2hsRyfitFBeC5xXSl1QSrWADwFv9nnttwMfV0rtuELk48AbDdE5Ep5mbt4SCMoc7cRQvGrkIJrQvIUamUq9jVL+GkN6sNUgcjcgE/LerWm6+i6vCfvtDMKGJRDGfTPvJTJYmP+BLBRLsc2jhq0vLZfXGeDFgc8X3WPH8bdF5BER+YiI3BzwWkTkXSJyTkTObW5u6qC7j4V+Bo7pRRXMQinl0mRSYlwT2qu1kIAdTZ3USVuuuDBWneF3Vg+mHBwVXZp2eU2nhRLGfXNUdGl+/ge1gsF8gkWQGizdiFOgDAsIHHdg/yFwm1Lq1cCfAB8McK1zUKkHlFJnlVJnV1dXQxM7DP32K4b7BgX11YqIpcXeDtzR1EYiQ9CWGHDESI0LlFo7kOXUH0vDc8z7v+d8BuXBjoUSxn1jqy1M0DhdIZumkE0Zn2OVgDVYOhGnQLkI3Dzw+SZgffAEpdS2Usprz/mrwNf4vdYGbExcpZTrdw9mvnpFVCZRbQSfuAtunzGTwe+wrjgwK1B6PS/AHGws54vme7NV6m3m8plAysGiO5Ymd7oMoxzYyHJstLvU291ACSnguL1MK1Rh1qUuxClQHgLuFpHbRSQHvBV4cPAEEVkb+Pgm4An3748B3yYiiyKyCHybe8wqFiwETBvtHq1uLzjjthCrqNbbvtNMPcwXs/SUUxRpCp6rL4j2WLYgUA5aHXrKf92Oh/li1niH5mrDf9sVD/MzOZSCfYO0Be0s4JxrPlYRxkUIdtyETgudePKtYhMoSqkO8G4cQfAE8GGl1GMi8l4ReZN72j8UkcdE5IvAPwR+0L12B/hnOELpIeC97jGr8DQ6k61EwmTfgL2JG5wu8wHTKC4vk9sAe26roO/MhoVSDTGWR+/MoHJQ85IFgsfDTMZQPAEfWAgXzWc5Vuud2CyU2NKGAZRSHwU+euzYTw38/RPAT4y49jeA3zBK4ASImC/UO5q4wYZqvpjj8fWqCZL6qDY6nJovBLqm336l3uIWZkyQxa5bwTznYxdJD/mMef+2p3iEcXk9eWXfBEl9hNFqbbgJqw2nEDSb9q/7FrNpsmkxatVVXCFaLgR7ZwszWZ7bqpkgqY9qI7jnQBeSSvmImC9mjWponsYcdILYqPcI4/I68m+bo81Ls/Zbwexhvmi2B1TQbQg8lK1YKMG1WisCJUAHZA8iYtyqC2uhLBTNdwIP0jVaNxKBEhHTO3GPirtMIYzf3UZxV9jd6kyPZVj3ZbkgAZVEAAAgAElEQVSYZd/dHdAUwrgvPYvG9DsL474pFwyvyyl1Rbe7PWqt7ksyKP8VAdPaY5QYyuD1utHsOC2yg2u1XgzFnJYWtJmgB+PKQcix9M43GfyuhEyw8K41hbDum3IxazQeFtZzMD+Tpdkxt7XEfiOcK04XEoESEeYnbrgJYrpaODRdFjoOh9Vqp9XaNM24W50e9XZwrdaOy6sTKmNp3vS69Bh3QNpMlxocdTxILJQbEqZTOqshJ8hR8NuQQAnJHHOZFKVc2qjLy9FqgzMhG9ZmLpOikA3WX8o04/bGMmgPMxvB77AWig33ZSGbCtwrzPSeQGGtYF1IBEpEeL5aU7uwVeptZgJmuYD54HcUTcjpOGxaqw3HhExbm2GZI5gTKEFb13twshzNuwnDjGW5aDj7MoSLEI6EtjGBElLR04VEoETEvLsLW92QTzSshnZU3GXGtA7rQwZPezRDV6+n2A9ZKTxfzLLfNBf8dpIYwrlvwFy9RxSt1qQl0Osp9psRlINGx5iiFyYhBY4aRJqa/2GVA11IBEpEmF/sIX3IxjUhb/+M4LSZzHQ5dKvRo1gCpqyU0FqtLQsllCVgzqrbb3ZQKlyAeb7obEdwaGi7XcfaDDf3waTLK/i+NjqRCJSIMJ06GdZCMV3FH83lZa5GJkwbdg/mYxXhKphtCZQwyoFJCyVs/BCOFAqT7yzMWJqu4g9bCK0LiUCJCBuLPczE9ar4TbtJwmnc5mIoR9ln08e4w8YDCtkU2bQYFXQQjnEbFSiNaK44MJjlGNLlZTqRoVJvk0kJxYCJH7qQCJSIsJGBEzbAVjaYgVZthMtYgqMYign/dpSgpBWBEsJNYrryO4pyUC5mjLm8osQD+u5LU/M/pPvSS2Qw6VadL2Z9bxeuGyNnt4h89bgLlVJ/rZ+cGw/m/e7hfLWAlYkbBl4iQ6Pdo5jTq0lFTRYAMwJFKRVdOTDIuPMRlAMv+K2bifWtzRDuG5Pdo52xDN+Asey+MxOoNsIlMejCuJH6v8d8p4DXaablhoRJX22UjCVwtUdTEzeCoBtk3NoFSsiCs+N06Uaj3aPdVaGzb0xbKFGUg25PcdDsBNqcyxddjelUDg5bXbo9FTpO4biizSkHcVXJwxiBopT6FpuE3KgwqQl5+2eE1moLWa5WDzRT5SCatn2UyBC0W/EkREmBNTmWUYOl88Us2wfmEiyiCBTvHtoFijeWIfqylQ16DqJYwWDYFR1jY0jwEUMRkRkR+UkRecD9fLeIfKd50m4MpFPCXN5MEVXkiVswN3F1MCETtHnjMBugdb2HQjZNPpMyyoSivDOTiR9hmZBJS6BabyMCs7ngYzmXzyBiSKBELB406oqOoOjpgJ+g/AeAFvA/up8vAj+r4+Ei8kYReVJEzovIe4Z8/6Mi8riIPCIinxCRWwe+64rIw+7Pg8evtQlTGkcUH7J3ncksryjuGzCTgVNttJnNZ8gE7CzgwRTjjlpwZrLFT5QtY73/x8Q8qzY6zOUzgbchAEilzFXxe/N2Ol3R8e2FAv4Eyp1KqfcDbQClVB2IHH0TkTTwS8B3AC8H3iYiLz922heAs0qpVwMfAd4/8F1dKXW/+/MmYoSpgGnURm/lQpZ6u0ur09NJFuAF/8InC4AprTZ8bAfMCZSoWq3XFqZnoIo/irVp1E0Y0X1jqv1KP04XxXNgKlkgxt0awZ9AaYlIEScQj4jcCTQ1PPu1wHml1AWlVAv4EPDmwROUUp9USnnbm30GuEnDc7Vj3tjEje6rHbyPLiiltPnddSOqyW9MoITszuxhvpilp5y4mm5UauEDuSazHKNYTnCUgaYbRwWXYT0HZlrYNzs9Wt1ebEWN4E+g/DTwx8DNIvI7wCeAH9Pw7DPAiwOfL7rHRuGHgP828LkgIudE5DMi8pZRF4nIu9zzzm1ubkajeAQcjcPcxI1iWg/eRxdqXpZLSEE35zIvM27CaCb/tFoofatOs5vQ65cVWjkwuO9OmD1aBmF8LCMqevuahV3cfbzAh0BRSn0c+G7gB4HfxXFBfUrDs4e5zYba8yLyduAs8C8HDt+ilDoLfD/wb1zL6fobKvWAUuqsUurs6upqVJqHwtzEDV/BDAP+bc0TNypzzKRTzJpKZIiYh2/OQtHDhHTT1u+XFfKdzeac4Lcx92UEbdtYDMW951zo+jAzClXcrevBf6X83wReD3wL8E2ann0RuHng803A+vGTROQNwD8F3qSU6rvalFLr7u8LwKeA12iiKzBMBnJFnIyVMDCVOhl2F8lBmGTckZiQwbEsZtPkMuGTBUD/WEbplwVmg99h+9h5MOm+jJL4YUo5iLt1PfhLG/5l4EeALwGPAj8sIr+k4dkPAXeLyO0ikgPeClyTrSUirwH+HY4wuTpwfFFE8u7fK8A3AI9roCkUykUzwe9q3clYCpPlAoMWim4mFC0oCV4igxk3YVQmZGL/9qjatqm4ky7lwJT7MjJdxgRdNMsJzCl6U1nYOIC/CbxSuY2XROSDOMIlEpRSHRF5N/AxIA38hlLqMRF5L3BOKfUgjotrFvh9t63DC25G133AvxORHo5QfJ9SKjaBMlhXsTKb13bfqBraUQxFs8srYlASnEQG3QuqG2H/DA/etQeNTqiCulGIrG0bilXocJOYsATa3R6HrW7ksfSC32HayoxClLodOOrqrN0VHXPrevAnUJ4EbgGedz/fDDyi4+FKqY8CHz127KcG/n7DiOs+DbxKBw06MKg9ahUoETU0YxZKhC6wHsqFLM9v1yafGAAHjWiZVIPXVhtt/QIlItMGcxbKtLmW9nWM5YCbUKdAiZzObMhCmWqXl4j8oVswuAw8ISKfEpFPAk8AZqLbNyhMLfaobpKZXJp0Sgya1tPlJtGxoEyOZRQBXHLH0lRmUBThaaLeI2psB8x1ZKg2wm3l7MFUOr+XARg2WUAHxj35X1mj4gaHqU22qo02tyzNhL6+vyeKoRhKlIlrQqvVEQ8wmchw52op9PXeWJoK5EaPVZjJJIxKF5hxE963Nhf6+nwmRS6dMvLOCtkU+Uw8e6HA+OaQf2aTkBsZJjNwopqvphZ7KZcOneUCDuOutbq0uz2yEe5znC6ImCxg0E0YdSxNtPip1NukU0IpQtdnEz3jonaJALMCJYqgExG3/cp0WcE64CfL6+tF5CERORCRlttDq2qDuBsFpuo9olSjezDFhKLSZUII60gWMJHI4LTEiN5jyUTLDq/deZS9TMrFLC3Nld9aMgkL+seyn/gxtWM55QIF+EXgbcDTQBF4p3ssgQsTbpKOl+UyhRNXl+UEerVHHUzIBF2Hra67DUE037aJViI6tFoT81/H3ugmYhUHEYuNPcyZGMuYOw2Dz8JGpdR5IK2U6iqlPgB8s1GqbjAU3II1nRN3P8JGUYMw0dk0agosmIk76QjKl3IZUqKXCemqYDYR/I6aAgtmgt863lm/xY/Gd6YjTgdmNtmK2vtMB/wIlJpbePiwiLxfRP4RED66+BUK3ZaAjqAkmDKto28zasZCidZZAJzK7znN70xXjyVTbhIdzNG7ly5U6m0yKaEYId03n0lTyKa0KlRHcbqoip4ZV3ScRY3gT6D8rziFh+8GDnHqUP62SaJuROjee0QbEzKRnhuxvQkMarU6F3v4/TMGodu1pCMF1rt+WpMFQG+swqMr6j71uqvltY2lgYayVQ2KXlRM5ApKKa+gsQ78n2bJuXGhO9PlaHOt6Npjo92j2elqSyfU4vIysCeKru1PdbuWou6f4WG+mNU/lhoCuWZcXtH2tfGgu8+YjkxC8FzR+ujq9RT7U+DyGjliIvIlRnT/BXA3vUrgolzMUqnp2/NbR1DSuf6oVXZ+NjoT6vYU+43pDOTqynLR7r7UkH0G12Ytrc5FH8uo+9oc0WVAOdAUYNZt1ekoBAXnnbU0toU5aHWcxI+Ys7zGzfBk3/gAmC9meXFHXysRfcG/I8atoy2MriwXE/u3O0xIj1Z7YetAA0UOtMXDBiyB1bnoY9lo92h3lZZkAdCvHOjQtsuFDFsHGhW9iBuleRgcSx0CRZfSEhXjChufH/VdguuhO2sj6v4ZHsqaG9HpCkqC/mr5ar3DrcvhOwt40F0M6v2PsxGSBUB/2/OKJiZkJPhdb3N6vhj5PuVilgtbhxooclBttEmJkw0YBYPW5onwRfdHdE1BY0jwvx9Kggnw9tFwmzJHRrXhVDDPRKhgBv2N6HRZTqB/7xF9bhLNMZSI+2d4mOqxLGS17ibpbJSmx9rUreiVi9nIiR+6a2SmYbdGSASKNpQLWTo9RV1TtbBXcBY1y0X3xNWV5QL6G0TqCDCDM5Y697eJun+GB91tz3W54kB/rELXWHoZe7oUPZ1xOtCnHExDp2Hw13rlO0UkETwToLtlh66c8qOJq9vlpWex67IEvM4CupgjwL5GIawrwOzdTwc8i0If49ZDV6PdpdnpabM2uz3FYUuToqfJcprXXNg7Ddv/gj8L5a3A025R432mCbpRobupoE73jXc/HdCV5QJo7Z5b1dRZAPTXyGgbS83ZVHpdXjrHUp+2rd0S0G2haJpjN4zLSyn1dpz92p8BPiAifyUi7xKRyKEkEXmjiDwpIudF5D1Dvs+LyO+5339WRG4b+O4n3ONPisi3R6UlKnQ3O9Q1cYvZNBmNe6LoynIBvcFvXUkMoL8tTKUevZkg6G/xo93lpW0s9c0xE7EKnVawPpeX885mb4BKeZRSVeA/Ah8C1oC/Bfy1iPyDsA8WkTTwS8B3AC8H3iYiLz922g8Bu0qpu4CfB/6Fe+3LcSynVwBvBH7ZvV9sMJGBo2PiOq2y9bkjdGW5wJGbpKdh//ap12o1pXPqrLD25qqODZl0ui/NjKVGa1ODctDfE0WjW3WukCEdMVkgKvzEUL5LRP4A+FMgC7xWKfUdwFcB/zjCs18LnFdKXVBKtXCE1ZuPnfNm4IPu3x8BXi9OlPrNwIeUUk2l1LPAefd+sWFw61gd0OWrBS+lWWNsR0OWCzgMQynYb0anbZq1Wl1MCBzfu84sLx3ZZ+Aw7n1NyoFOV5x+z4GeddnfE0WjhR63uwv8WSjfC/y8UurVSql/qZS6CqCUqgF/L8KzzwAvDny+6B4beo5SqgNUcLYk9nMtAK577pyInNvc3IxA7njo7mekc4JotVA00+XdMyp0arU6G1f2eoqDpr4eS3rHUt+GTOVihp6Cw5YO5WA63ZetTo96W0/iB+ht1zQNrevBXwzlB5RSfz7iu09EePYwFfe4ejPqHD/XOgeVekApdVYpdXZ1dTUgif6hs1W2ziwX0NsgT6flpJNx68xy0ekm2W92UEpf9o3OuoqK6ybRAa1jqTHBQmeyjO7U3Dmd67Le6WeOxYk404Ev4nQu9nATsD7qHBHJAPPAjs9rreKoWnj6Jq6jCemznHQyR++eUaHznRWyKbJp0TOWfW1bH+PWmWqqfyyny0KZ07hro066QG9X62nYrRHiFSgPAXeLyO3ufitvBR48ds6DwDvcv78H+FPlVCg9CLzVzQK7Hbgb+JwlukdCV9aSzngA6K381jlxdWq1lbqXLBA9N0NEtFkCOvZGH4TODdN0bsiks+Nwtd4mn0lp6XGVSaco5dKaFD19lhM463tfYyLDNLi8Ar0ZEVkEblZKPRL1wUqpjoi8G/gYzn4rv6GUekxE3gucU0o9CPw68O9F5DyOZfJW99rHROTDwONAB/j7Sil9G1qHhK5W2UYsFJ0TV5dAmdHJhDpa9s/woMsS0FkI6t2n6rb4ifq/6titsU+XVpeXXuZY1uRa0pksAPpjm3EXNYIPgSIinwLe5J77MLApIn+mlPrRqA9XSn0U+OixYz818HcDJylg2LU/B/xcVBp0QtcE0V31Wi5maWpqlV2td7QUNYJuv7tek1/Xnt9H+9rosjaPWvzMREzd1pWaDprdl5r2QvGgq4pft8vLSwGPqhy03S4RN4rLa96tQ/lu4ANKqa8B3mCWrBsT5YKeTXN0V716i3M/IoP0slx0LfZSLk06JdqC8jpbd+vqHq3bQtElhNvdHjVNrWpAb3cB7RbKtHoOihla3R7NiD3j9jW74qLAj0DJiMga8H3AHxmm54aGrmph7b5aTf5t3QvKiVXoycWvatj0axC6tVpdVp2u4LduK9ir0NYVD9M5lrrqPXS3iNdl1U1LHy/wJ1DeixPnOK+UekhE7gCeNkvWjQldeeUmTOvB+4aFbrpAY6xCc5aLLr97td5GBGY1dBYAfb3ZdO2F4iGdEubymqw63WOpaV1W6m1y6RT5jJ5cJl2K3rT08QJ/e8r/PvD7A58vAH/bJFE3Krx6j6g+UZ1ZLqBvky3dQUnQtyeK7rRJXf7taqPDXD6jpbMADLi8Iu494s0F3WOpK5tKq/tSl3Lg7giqK/Gj3LfqIlqbU9K6HsbvKf9jSqn3i8j/w5CiQaXUPzRK2Q0Ir1r4oNlhLgJzM+FDBg0WigFfrTbXkqbtfz0M+rejCHZdrev7dGkq1DOlHESdY0opAxZKhv1mh15PRRLsJqxg0OCKnpLdGmG8hfKE+/ucDUK+EjDYkjqSQNGc5aJv4uo3rcvFLJf26pHu0ex0abR72l1x4PzPkQSK5uwzXe1qTLhJdMTDaq0unV70fe4H4fWMO2hF6/qsM80a9Cl6ut2XUTBuT/k/dH9/cNQ5Ca7F4GI/sxB+P2ydBWegL5BrRKvVUCNzlOWi/51V6m1OlAuh76OzXxZodJMYGMv5YpYXdmqR7mHCfVMecBNGESi6Ez90uaJ1ZxJGQbITo0bo1Dh0LihdrURMLHYvKB9li9aqAQ1NZ8BUJ126Kr91V/B794oaDzvqEjF9bsL9up5dVD3oTJZJp4QZDV0ioiIRKBqhKxdft6/WayWiY7HrzHIB5521u4pGO3wuvpEAs6YeULpdXqAnVlGtt8lpTPwAPdbmkdKiNx4GmsZSq6LnbpimQQGd19glIgoSgaIRulpl685yAT0dhz3LSefE1fHOTKUzg564k+7sGx1psLrdquC8s8NWl043gnJgyK0K0cZSKaW9PgZ0jaXemGsU+Nlg6/0iUhaRrIh8QkS2ROTtNoi70aDDhDU1cXW0EtGdSQV6Kr9NuW8G7x0Gplpi6KjdMcIcNcQETCQL6Nhkq9Hu0e4qA2MZvXGrCaUlLPxYKN/mtl75Tpy28S8D/olRqm5QzGnYtbHW6tLtmZi4Olxe+t03OiwB71pde3sM3isKE9rvu+L0CmEdld8VzfEA0MO4q1OqHJhwxTn3i95dw4RyEBZ+BIpH6f8E/K5SascgPTc0+gHTCBPEVJGSjt5UJjqa6ijUM5F9drS/TXRtW1fbFQ9a3CSas89Aj2vJe99alYN8BhE9lpOJ+R/dRT4de6GAP4HyhyLyZeAs8AkRWQUaZsm6cRG1WthUkZKOGIoT2zHDhKK6vLJpoagxwAzuYtcg6EwE5afT5aXBEqi3KeXSZDXsc+8hlRJmI7aFMRGnA42egymoQQF/WwC/B/gfgLNKqTZwCLzZNGE3KqIybm9y6dTQQE96rsOEDLlJIgphE1kuUS0BU037ysUsB27ld1joTk2HQZdXNEvARDwg8lga8xxEo8uLuU5LDGVc65XXKaX+VES+e+DY4Cn/ySRhNyqipueaMq2j7qNhLFlAQ5daU0HJqNamsbEsZFDK2a8+zL17PcW+gSwvHY0rTblvosYqTLq8qvV26LYwXrLAjRBD+Zvu7+8a8vOdUR4qIksi8nERedr9vTjknPtF5K9E5DEReURE/s7Ad78pIs+KyMPuz/1R6NGJqFu0mpy4g/cPikNDyQKZdIrZfLRMF1NByaitRExkn0H04PdBq0NPmRB0etyXJtw388VoexV5rk/diQxe/7/DVrh5ZopfhMW41is/7f7+uwae+x7gE0qp94nIe9zPP37snBrwA0qpp0XkNPB5EfmYUmrP/f6fKKU+YoC2SCgXsjxR3w99vTmt9mixr80HbwtjcuLOR9Qeq402izM5jRQ5mC9meWbzMPT1HgMzGau4OcT1R8xRL10zuTSZlER0+XY4sxC+1c0olAvR2sJU6vrb+8C1il6Y/n83jEDxICJ5nHb1tw2er5R6b4Tnvhn4ZvfvDwKf4phAUUo9NfD3uohcBVaBPaYYutwkUZpLDkNU/7bJTXyiBpkr9Ta3LZc0UuRAx1jqrkaH6NlUpuIBIqIhKaXNfWtzGqlyELW7QMVAsgAcW5fX+Wn80TV4n7jh5+38FxwB0MEJyHs/UXBSKbUB4P4+Me5kEXktkAOeGTj8c64r7OddoTfq2neJyDkRObe5uRmR7MkoFzKRAqbVepu5Qoa0pv0zPER1eZmcuFFTms25vI72twkDE2nWEL2ViOmxjNK40uhYRnRFm6LLu38YTNPmWuDDQgFuUkq9MeiNReRPgFNDvvqnAe+zBvx74B1KKa+nw08Al3GEzAM41s1Qi0kp9YB7DmfPng2fFuMTXqvssAFT80wo4sQ15PJ6fjucO6LXU0bfmePf7jKbD+47N1E8CNFjKCaaaXqIkuXY6fY4CLluJqFcdBS9TrdHJoSVYSz7bIoVvTDwM6M+LSKvUkp9KciNlVJvGPWdiFwRkTWl1IYrMK6OOK8M/FfgJ5VSnxm494b7Z1NEPgD84yC0mcRgC/swg2xKE5pmCyXKJluHboDZFHME538PI1BMFA9C9E7IJjdkiuLyMtHk04OnwR80OyyEiLeZUlqips1P037yMMblJSKPisgjwDcCfy0iT7oupi+5x6PgQeAd7t/vwHGrHX9+DvgD4LfcbYgHv1tzfwvwFuDRiPRogw4T1sTkmItIl4mWGB6ixFDMum+iWQKmxnI251Z+T+k7m8axjBpDNObyimhtmvQchME4tesMYCod933Ah0Xkh4AXgO8FEJGzwI8opd4JfB/wN4BlEflB97ofVEo9DPyOW7EvwMPAjxiiMzCi5uJX6m3uOjGrkyQA0ilhLh8+dbJSbyPitLHQjflillqrS7vbCxz0NMocNSz2O1b1JwukUtG2I6jU26QESiHqkSYhSr2HjbGcOkUvH105mMvrj7mGxbgZ9axS6nkTD1VKbQOvH3L8HPBO9+/fBn57xPWvM0GXDkTdHdFko7eolkC5kI20J/coDMYElmdH5leMpAvMxXYgfA8oEy3iPUSpd/L29TAxluUI9R6mkwUgmqJngq6Uq+hF8RxMi3UC4wXKCRH50VFfKqX+tQF6bnhE9YmaFihR0oZNMkdw/vegAsVoPCCCm9BksgBE28zK5BybL2ZpdXo02t3A6dLTam22Oj3q7a65dzYTPgNtmjoNw3iBkgZmcdxKCXwiysRttLs0Oz1jGsd8MXx6rmkm5D0jKEw17YNomXFeNbqpdM4oTQU9a9MEBuNOUylQQih6/QJVzV2jPUR1X94oAmUjYvHiSxJRfKImA9/gTNyw6bk2BEoYLc1Ui3g4SmQIxYQMZ9+UC1kubB2Euta0Few940Q5WMW7yfkfJShvOjU3inJQbbS5fUV/nC4sxkVAE8skBPqtsqMwR4MTN4orzlSL7CgWihdgnjUQYO4nMkRgQsaUgwibbFXqbWPadhSXb6XeppDV31kAoJRLk5LwcwzMjWWU2p1ps1DGCZTrguYJ/CGsf3uaNaGKoZoKiBarMBlghvCJDEdMyIwQjtL2vFJrs2BsLMNX8Vdq5phjlLYwptflV5LLa6RASXZmDI+pnbgD6blBoJQymk0SJe5kMh4ATnv9cC4vc8kC3n3DjuVevc2CqXhARGvTJHMMq+iZdl86QfngdDU7XRrt3o0hUBKEx3xId4QNCwWCM+5mp0era27iFrJp8plUaIFilAmFdEcYj6GEHMuDZoduT7FQ1N+dGaK7vMyOZTRXtLlEhgyNdo9mpxvoumlruwKJQDGCsCaseQsl3GZWNiZuFNeSSbrCugltxFAgeCLDXs1sxtJcIXxm3LRaKF67f/OKXrCxNJ3EEwaJQDGAqC4vEw0FIXw2lQ2BEpZxm6z1AIcJ7YfQaqsNc8kCED6RwTvfVAwln0lTyKZCC2GTzDFsUkql3qaYTZPLmGGXYd2EFcNu1TBIBIoBRAnKz+Yzobqh+kFUJmQyVhF+sXeMBb7By6YKzxyNJQuE7DPmWShhGiT6RdgN02xYKNNoBYcVKImF8hLBfDHLYYiAqY0FBcGZkGmTH7x9NILRZTpZAFwLxY07BIHpZIGwhXp79RYAi4ZcXhAuA81k63oP5WK4Fic23KoQfCyTGMpLBF4GjacN+oVp5hjVQpk2l1ejbTZZAI7+5/2Ai920Ky7sWO4ajqFAuHiYydb1HhZmcjTaTluYIJhaRS8RKC8NHAmUVqDrnIlr0n0T0rQ2tDf6IMK4SWzQdZRNFTzuZIcJBaTLnZPGx3IKte1F1823G2JdmlT0wiqgiUB5ieBo4gbVas2a/IVsmmI2ze5h8AUFZn21XiJDkK2TrWSfhexSu2dYoBSyKbJpCU5Xrc1MLk0+o78a3YOzpfP0JX54br7dw+myNr0EiTACZcbAPvdRMD2UfAUhiiZkWttYnMmyF8K0Nr3nwnzxaOvkIHSB2WSB0Bk4NXPFg+BWfodI/tirm6uS9xDGfWlDoHiJCOE8B+boyqRTzOUzgfmFaUEXBrEIFBFZEpGPi8jT7u/FEed1ReRh9+fBgeO3i8hn3et/z93dcWoQzeVleLHP5ELRZTqTJEyhnmdpLRrMWArjjjBdje4hDOPeq7WZN/i+wBnL/Sm0NhdLroUSYCzb3R6HLXOt6z0slMIJ4USgOHgP8Aml1N3AJ9zPw1BXSt3v/rxp4Pi/AH7evX4X+CGz5AbDYim4y8v0ngseFmeywU1rgz2WPIQJMh+lwE6X373acLLCTAo6CBf8rtRbxi2UciFLT8FhK7i1OW0xlKOOB+ZimwALxVxgC2XPgqIXFHEJlBLSIXYAACAASURBVDcDH3T//iDOvvC+4O4j/zrgI2Gut4FSLk02LYEmiI04BTjMN+jE3a21+tqdKYTJdOmnwJZsWCgBxtJCrQc4ykFgJmTYFQfhlAMbNRXzxRBj6QkUw+9sIYSit1drsWR4jgVFXALlpFJqA8D9fWLEeQUROScinxERT2gsA3tKKU/9uQicMUtuMIgICzM59gIE/7xJblqrXZjJhXKTmGaOYXLxd2ttMimhlDMXYM5n0szk0oGsTY/Jm7YEFmdygQPMVlxxIdyElXqbfMZM63oPXlJKELp2LSkHCyFc0TuHbeOKXlAYs+NE5E+AU0O++qcBbnOLUmpdRO4A/lREvgRUh5w30lkrIu8C3gVwyy23BHh0NATVHncsxAPAYXJ7tTZKKRxjbzJ2ay2jhXBwxISCubxaLMzkfP8fYbE4E8wd4Z1rerEHZUJKKdd9aXaOLZWCu5b2ai3jcx+8dRlc0TNtCQRNllFK9ef/NMGYQFFKvWHUdyJyRUTWlFIbIrIGXB1xj3X39wUR+RTwGuA/AgsiknGtlJuA9TF0PAA8AHD27Nlg5c4R4Cz24JqQaSa0OJOj01McNDv9HQnHoddTVOpt8/GAQvDGlbuHbeOCDoK7I2y0NwGHCR22urQ6PV99purtLq1uz7iF4o3JToD0dEfbNs8cgwphm4pepd6m21O+sikPmh06PWVl/gdBXC6vB4F3uH+/A/gvx08QkUURybt/rwDfADyulFLAJ4HvGXd93AhqodhyeQV1R1QbbXrKPHOcddOSAwkUa1ptMAtlz5LLa6EULA22L+iMx+k8uoKOpXnmuFgKui7dd2bB2lTKf0cGW0pLUMQlUN4HfKuIPA18q/sZETkrIr/mnnMfcE5EvogjQN6nlHrc/e7HgR8VkfM4MZVft0q9DzhMyP+C2rEkUBYDLnZPQ1syvKCcuopgBXE2AswQ3ELptzcxzLg9N8xOUIFiOsBc9NJzg7kJ7VkowQRdxt0K2iS8MfHLM3Yt8YugMPuWRkAptc2QLYaVUueAd7p/fxp41YjrLwCvNUljVHimtd9YxV7N2U+7aDDA7NAVbLHbCkpC8DTY3VqL+29eMEiRg8WAbpK9WotywVzXaA9BK7+9rDjTMZRMOkW5kAnUkWH30JKFEtBzsOsmpNiI04FnbZZ80eVcl7i8XhJYnMn2YxV+4CwoO0FJwHcA0JYrDoIV6jlBybZxVwQ476xS91+o52RS2dG2wb/Lq2LJQgEnlduvtt1143Q2UmAX3SxHv2NpS9AFdUX33apTZqEkAsUQgrqWdi1lbHjaqV8mZFMTCtJUsNZyAsw2BN3CTI6e8p/SvFuzkywQtPLbUyLsuAn9x52qdTtxOggzlnZccX1+Ufe5LvvJAomF8pJA0JYdu7W28TgFBKfLpiYUZAMkW7UeEIJxW1IOglZ+HwXlzdO2FMC15J23ZIVxBx1LS5mExWDuS1txuqBIBIohLAbMxbdloWTTKWYDNKLbrbVIp8TYtsSDKBf9Nzu0meWyEIJx22BChayz3a7vLK96i1wmRSFrftkHKbo8qtuZPiG8YymTsFzMIhIkY89OnC4opouaryAsBg1+W/LVQrCspd2a053WdFASjvZEcTLDx2PPoituMWCswpZyAE6m147foPyhvbEMUu/hCR5bNUXgbyy94kEbgs5R2vwXXe7U7NTtBEUiUAwhSC5+z2JQEmC5lGPbZwaO476xI+jmi1la3R6N9uStk+1qtf7dEZ1uj/1Gx9o7C8K4tw9bVtxK4KSZH7a6NDuTd0e0lTI/+Aw/Y+ls422veHC5lAuQAj59VfKQCBRjCJKLb6t40MNSKcfOYdPXuU41uh26+hXWPt7ZUWzHToAZ/I2lp2EuW2LcQQr1tg+brMzmDVPkIIhCtTelLi8b2yMMYnk2x/aBz3VZa7E0ZQF5SASKMWTSKeYKGV8L6qh40NbEzbN9MH3um2WX2flZVJ6bx0aAuVzIkEn56x697QrqZYuMO0iRqq05FoRx7xy2yaVTRpt8epgrZEiJP0Fnu3hwuZT33a7GpqIXBIlAMQi/LTt2LdYHgKsJHbZ8xSpstcQAhy7Al7DbPmwyX8z66mEVFSLCUinnjy73HFsWytKMfzfJ9kGr/45Nw8uM88Mgdw+d7RFsxHZSKfGd0myrv56HpVl/cwwSl9dLEn47m9osHgSH2bU6vYlFl72eYvugxcqcHW17peQ8Z8uHhbJ10GTFEnMEx+LY8rHYPdptMe7lWcdCaXfHx50a7S4HzY49V1yAWIWtnmwevI7bk+C5vGwx7hU3htKdUHRZb3U5bHVZmUsEyksKfgOm1pmQy7gnaY/VRptOT1nzu/ctFB9a7dZBy5pbCWBlNtd3Z43DkYVi6535G0vve1vv7GgsJ7+zXYuJH+B/kzlvXdqa/0slp0HkJJ7Rp8vSHAuCRKAYxLJPN4mn+VqbuO5in6RxHy0oO4JuJufUVfhxk2xbtlBWZvO+LKftwybplFgrOFvtj+V42mzH6ZZmcojA1r4/IWxTOVie9Rer2DxoknP7ktlAP4Y4gbb+ukwslJcWVubybB40J8YqNvebzOUzRneru4aukr/gt21BJyIsl/wy7pY1KwD8KwfbB07gO+VjTwsd8JjQtCkHmXSKpZkcmz7e2eZBk1Wr1qa/Oba132Jl1nxjSA+eO3LSPLO9LoMgESgGsTqbp9XpsT8hVrF10LQWp4AjC2WSlmbb5HeeNZlxt7s99mptq3Qtz+aptbrUWpPGsmUtTgFHYzPJEjiyUKaLcTfaXfYbHVYtzv9VNymlMyHuZHtdHlko49/Z9oHdTMIgSASKQXgm6eaExW49wFzyF6vwmJSt2I7zrPzEBXUUD7BJlz/tccdirQccWRyTmZD9d7Yyl5soUGxbTgCrc3mUmlzv5KxLmwIlmKJnU3Hxi0SgGMTqbAGYrD1uHbSsTtxCNs1sPjOROW4ftkiJ3U18/LiW4mBCKz5jFduH9lJzwdnpMpdJTXZ5HTbJps1vFDUIPxaKp2zZtFC8teZH0bPJtBe9uJMPl5dNF3kQxCJQRGRJRD4uIk+7vxeHnPMtIvLwwE9DRN7ifvebIvLswHf32/8vJqNvofjQ0mz7Q5dKk7OWtg6aLJXyvva41gWv6HJc3Gk7Bh+y96yJQvjAbmxHRFidzU92ebl02YoHgCtQ9qcvHuAJr3GM23bKPDj9vBZnJnexsO2KC4K4LJT3AJ9QSt0NfML9fA2UUp9USt2vlLofeB1QA/77wCn/xPteKfWwFaoDYtWHfzuOeAA45vUk03rTDUraxHIpR6s7Pu5kuxp98FnjhHC/1sP2O5vNsTVhLG328fKwMpun3u5yOGYsPQtm2iyUSt1uyrwHPwW0tl3kQRCXQHkz8EH37w8Cb5lw/vcA/00pVTNKlWYszuRIp2SsJtTXti2nAC6XchNNa5u9nzz4iVV4Wq/VGEppcqq1F5OyvdhXfFgotl1x4M9N6DF1m1bdkYUymq443Krgz+Vr2woOgrgEykml1AaA+/vEhPPfCvzusWM/JyKPiMjPi8jItysi7xKRcyJybnNzMxrVAZFKCcul3FhNKI5MKnAW1bQlC4C/fl5bh059gM14gBd3GseEPJptZlKBv6LLzWrDamou0HfLTGLctlroeCjlMxSz6bHz33NTx/HOfLnIp7AGBQwKFBH5ExF5dMjPmwPeZw14FfCxgcM/AdwLfC2wBPz4qOuVUg8opc4qpc6urq6G+E+iYVJgcjMmgXJirsD2YZNWZ3TqpO2CMzhawFfHLPbtA7v1AR6WJ6Q0xxFghqO406h90ns9xdX9JifnC1bpWu27lsa/M9vvC5wxGi/oPM+BXdpOlQtcrjRGxhDb3R67MbjI/cKYiqeUesOo70TkioisKaU2XIFxdcytvg/4A6VUv/mOZ90ATRH5APCPtRBtAKsTNA7PVWFbEzo1X0ApuLrf4KbFmeu+r7U61Fpd6xP3lMv0LlcaI8+5uh9PUHJ1Ns/V/dF0bbg0r1lm3CuzeTrunjrDWsBvHTbp9BSnyvbpgskWShzxgJXZCZ6D/XgUvVPlAvV2l2qjM7Tbwq7lFjpBEZfL60HgHe7f7wD+y5hz38Yxd5crhBBHRX0L8KgBGrVgkn97K6YYisdcrlSHM8ir1Xi07cUZx/0xii6Ay5W6daYNjrAbJ+guVxqkUxKL+xJGW3VXKs7xk5YFyrLPGEoc2vZkC8VpobNgec92z4ocNf+vVONRQP0iLoHyPuBbReRp4Fvdz4jIWRH5Ne8kEbkNuBn4s2PX/46IfAn4ErAC/KwFmkPBKe4anQZ7db9BKZdmJmcvHgBHzOVyZfiiWq/UAThtmXGLCGvzhb62Pwwbew3W5osWqXLg0TVqLDcqDU7M2U2z9uhynl8f+v1llzmdsjyW2XSKpVJurPty66AVi8trZUL36Kv7TjsYWy10PJwqj7fQ++tywb5C5Qd2uZgLpdQ28Pohx88B7xz4/BxwZsh5rzNJn06cnCvQcv2ew9I21/fqnF6wzxz7rqURmtDGnuu+iYG2k+XRlsB+o81+s2OdOQKszRdpdkaP5ZVqw7oV4NDlPHN9b/g76wuUGGg7vVBgY2+4oDtsdjho2m274uHEXIGdwxbNTpd85voCQWddxjeWo9dl3T3P/rr0g6RS3jA8YbE+YlGt7zViESiTXEuethuHa2ltvsBGdfj78uiNiy4YbQlsxOSKO1kuIDKariuVBimxnwILcHq+OFLQXXLXxJkY5r8nLDZG0LZRiWddnig7wvXKCIVqo9Igl05NZdsVSASKcXiL5eLuKIESj4UiIpws58eY1g2WSrlY2jucmi9wpTK8S7PHnGJxebnjNOqdXa40YrGcsukUJ+cKYy2U1bk8mbT95X56oThSmbrkrombFu2P5ZnF0YqeUopLMa3LfCbNUinHxghFb73SYG2hYN0V5xeJQDGMcRO30e6yfdjiTEz+0FPlwkjTen0vHm0bYK3suAmHVfJfjimTavCZ60MEyn6jzWGrG4tbCWBtoTDaQqk2YqPr9EKB/WaHauP6HRKPLJTrswxN4yb3mReHrMvtwxatTs96/NDDyXJhtIUS47r0g0SgGMbiTJZiNt1fPIPwhEwcmhC4E3dMDCUuP+2pvmvpetq8Y3HEKlZm82RSwuUhjNsTdHFYKOC4lkYlMsQV24HxLt9Le3UyKYklhnJq3nETXhriOYh7XZ4q50fHUCoNTk9p/AQSgWIcIsLphcLQiesxgPgm7ugiqvVKPEFJgFPughkm7DYqdVZm81Yrqz2kU8LJcmGo390by9gslPkC63v1oWN5udKITasdK1B266wtFKxnxQHkMilOzOWH0hW7QJkfruh1e4rLVcflNa1IBIoFnFmc6af7DcKzWuLSOE7NF2h2nOaUgzhodthvdGKzUNYmWChxpkyeGpHSfLkaX2wHnPiOl4E2iFqrQ7XRsV4l7+FMX6Bc/87W9+qxBOQ9nFkoDvUcXHJpjYu2U+UiWwdOBtogNvebdHtqajO8IBEoVnBmoTjStBaBk/PxFCl5FfIv7l7bc3NjL95cd8+1NEx73KjUY7MCwKtFGa3Velk6tnG6nzp8LW0v7Dhje/OQbgg2sDqbJ5sePpaX9uqxxE88nB4hUNb36hSyKRZm7BY1evCSFI7zjGmvQYFEoFjBmYUC24ct6q1rNY71vTqrs/mhefA2cOuys5if375WoKzH7IpLp4SbFos8v3MtXUopLu3Gk33j4cyCkwbbPdY364XtGmvzhdg2PfIy0I5bT97YemNtG6mUcMp1xw2i3e1xpdroJ63EgTOLRTb2Gtf1QNuoOHPMdq84D95YvbBzXNGL1wr2g0SgWEA/0+uYZntprx5L4aCHW5aGT9wXtg+BeNI5Pdy6XOKFY4Juc7/JYavL7SulmKhy6Gp1e9dZKc9tH8bGtAFudsfq+Fi+6H72xjoOnJ6/3hK4XGnQU8SW4Qhw00KRVrd3XQuWS7vxuuJGrcvnd+Jfl5OQCBQL8FxLxyfIs5uH3BEjcyzlM6zM5q5j3Be2DpnJpWN1Ld26PMNz24fXBJmfc+m8LcZ3dtuKM5bPbR1b7Ns1bluOj66lUo75YpYLmwfXHH9+u0a5kGHB4jbOx3Hbcolnt4YLumGNSW1hmMtXKcWFrcNYx3J1Lk8xm75+XW4ecmIuz1whHlecHyQCxQLuXJ0F4JmrR4u91uqwXmlw52p8ExecxX5h61om9OzWIbevlGIz+cGxBPYbnWtqUZ7bcjS022Nc7J519KxrxYFTg7J92OKWGC0UEeGO1RLPbh1ec/zC1kGsFh3AnSdKbB00qQwkDJx3BZ+3NuKA9+zzA+ty86DJfqMT67oUEW5dnuHCsbH01uU0IxEoFrBUyrFUyl0zcS9sOpMlzgUFcPfJOZ66cnCNJXBhM/6Je9cJ5708PfDOntk6IJdOxRqUPDlXoJhNX6McPHXF+fvuE3NxkQU4ws6bVx6eunLA3SfjpauvUA0oLuevHjCbz3AypiQGcFzR+UzqmnX5zFV3XZ6YhnW5f82xZ7cOuSNmBXQSEoFiCXetzl4zcb2/74hZoNxzcpZKvd3fG+Kw2eHF3VqfoceFe085TPDLG9X+sSc29rnrxGwsLUQ8pFLCPafm+PLlI7qevOwsfI/muHD3iTkuVxt9S2Cv1mJzv8nLTsY7ln1L4Mq18//OE7OxWsHplHDn6uw1Ssv5q85Yxq3o3XNylou7dQ6bHQCuVhvsHLa4K2alZRISgWIJDhPa72cHPXqpQj6Til3jeJmrvX7ZZYpPbFRRCl55ej5Osjgxl2dhJsuTA1raExtV7lsrx0iVg/vWyjyxsd+36p66sk8pl441kAvwitPOu3lsvQIcCbq4LZRblmYo5dI86tKllOKJjSr3xCzowFmXTwwoLY9eqrI4k429vYk3Zp6V8ti6Q6M3xtOKRKBYwlfdvMBBs8Mzru/4kUsVXn66TDZGbRvgFWfmEYEvvrgHOIIO4JVn4hUoIsLL18o8ctGh5+p+g839Jvetxa+hvXxtjkq93c9ceuTiHvetlWNv2HckUBzm87A7pq+OeSxTKeGVZ+b5ojuWz2/X2K21uf/mxVjpAviqm+a5Um32s/a+dKnCq25aiNVyAnj1Tc6YeWPoKQkvTwRKAoD7b14A4OEX9mh1ejx6qRL7QgeYL2Z52Yk5zj2/C8C553c5MZeP1bft4WtvW+KJjSrVRpvPXtgB4OxtSzFTBV9zq0PD557dod7q8sjFCl97e/x0Lc/muWmxyEPPOe/q3PO73L5SmortYl990zxPrFdptLt9JumtiThx/y2OUPvCC3scNjs8dWV/Ktbl2nyR0/MFPj+wLu9YLVGe4gwviEmgiMj3ishjItITkbNjznujiDwpIudF5D0Dx28Xkc+KyNMi8nsiMp2bAwzgjpUSK7N5PvXUVR56bodaq8s33r0aN1kAnL1tkXPP7VBrdfjL81t8092rsWtoAF93+xI9BZ+7sMOnn9liLp/hlVOgod17ao7FmSx/eX6Lh57bodNTvHYKBB3AN929wqef2abW+v/bu/sYqaozjuPf3+7yJgJb3iwCyyIsbxbBsCzgEgVEETW+VaIoClFrmmgiWqNWqG1JTDS1tUnVmPoStLUoVVZIJSIqFGsBAYECIooICCgL6KqgvCw8/eOeoeO6u7OFGe44+3ySzc4998yd52TuzHPPPXfOreadjz9nULf4ewEA5T3bc/DwERZ/tIeFGyopPKlJ7GM7AP06taZVswL+uWEXb324m+ojRnnP9nGHBcDg7m1Zsil6L5ds2sPZWfJ9UZ+4eihrgSuARXVVkJQPPAqMBfoB4yX1C6sfBB42sxLgC+DGzIZ7/PLyxJjTT2HB+7v4y+ItNC3Io7xnu7jDAuDC/p3Yd/AwUyrWUvXNIUb2yY4dd1Dxj2jbsinPLtnC3DWfcXbvDrEOyCfk5YmRvTvy2rqdTP/3Zlo1L2BYj+x4L0f07sjeA9VMrVjLl98e4qL+neIOCYBhPdrRsmk+zy3dyhvrKzmv7ylZ8V42LchjVN+OzHvvM15YtpVWzQsoLc6OJDz2J53YvfcgUyvWsv/QEc7pnR2fy/rE8o6a2Xoz25CiWhmw0cw2mdlB4HngUkWHzqOAF0O9Z4DLMhdt+lwzpIhvDx3m1XWfcU1Z0Qm/j3xdhp7Wjh4dWlKxcjudC1sw5vQfxx0SEN1s6KrBXVn0wS6+/PYQN5QXxx3SUZPKi9l7oJo3369k3KCusU25UtO5fTrSvX1LZq3cTlHbkxhekh1H280K8pkwtBuvr9/J1weqmTC0W9whHXXd0G5UfXOIBRt2Mems4tjHNRNG9ulA58IWzFq5nZ4dT+acH0APJTu+0WrXGfgkaXkbMARoB1SZWXVS+ffuO58g6WbgZoCioqLMRNpAp5/ahj+NP5OPd+/jxuHdY40lWX6eeHLiYJ5dvJnxZUVZ84ECuOO8XhSES3UTYxfZ4IwuhTw+YRCrt1UxeXRJ3OEcVZCfxxPXl/Lc0i1cOyS73svJo3vRukUTOhe2YEAWjJ8klBa35aFxA6j8ej83lGfP57JZQT5PTxrM88u2cv2w4tgv+mgI1Xb/hLRsWHodqO1Qd4qZzQ51FgJ3mtnyWp4/DhhjZjeF5euIei3TgMVm1jOUdwXmmln/VDGVlpba8uXfeynnnHP1kLTCzOoc707IWA/FzEYf5ya2AV2TlrsAO4DdQKGkgtBLSZQ755yLUfb0h79vGVASruhqClwNzLGoS7UAuDLUmwjMjilG55xzQVyXDV8uaRswDHhF0rxQfqqkuQCh93ErMA9YD8w0s3VhE3cDd0jaSDSm8tSJboNzzrnvytgYSjbyMRTnnPv/NXQMJZtPeTnnnPsB8YTinHMuLTyhOOecSwtPKM4559KiUQ3KS9oFbDnGp7cn+g1MY+Jtbhy8zY3D8bS5m5mlnPulUSWU4yFpeUOucsgl3ubGwdvcOJyINvspL+ecc2nhCcU551xaeEJpuD/HHUAMvM2Ng7e5cch4m30MxTnnXFp4D8U551xaeEJxzjmXFp5QGkDSBZI2SNoo6Z6448kESU9LqpS0NqmsraT5kj4M/7PjZttpIKmrpAWS1ktaJ+m2UJ6zbQaQ1FzSO5JWh3b/NpR3l7Q0tPuFcMuInCEpX9JKSf8IyzndXgBJmyWtkbRK0vJQltH92xNKCpLygUeBsUA/YLykfvFGlRHTgQtqlN0DvGFmJcAbYTlXVAO/MLO+wFDglvC+5nKbAQ4Ao8xsADAQuEDSUOBB4OHQ7i+AG2OMMRNuI7oNRkKutzdhpJkNTPr9SUb3b08oqZUBG81sk5kdBJ4HLo05prQzs0XA5zWKLwWeCY+fAS47oUFlkJl9ambvhsdfE33ZdCaH2wxgkb1hsUn4M2AU8GIoz6l2S+oCXAQ8GZZFDrc3hYzu355QUusMfJK0vC2UNQanmNmnEH0BAx1jjicjJBUDZwJLaQRtDqd/VgGVwHzgI6Aq3NQOcm8f/yNwF3AkLLcjt9ubYMBrklZIujmUZXT/ztg95XOIainza61zhKSTgZeAyWb2VXTwmtvM7DAwUFIhUAH0ra3aiY0qMyRdDFSa2QpJIxLFtVTNifbWUG5mOyR1BOZLej/TL+g9lNS2AV2TlrsAO2KK5UTbKakTQPhfGXM8aSWpCVEyec7MZoXinG5zMjOrAhYSjSEVSkocYObSPl4OXCJpM9Hp6lFEPZZcbe9RZrYj/K8kOnAoI8P7tyeU1JYBJeGqkKbA1cCcmGM6UeYAE8PjicDsGGNJq3Ae/SlgvZn9IWlVzrYZQFKH0DNBUgtgNNH40QLgylAtZ9ptZr80sy5mVkz02X3TzK4lR9ubIKmlpFaJx8D5wFoyvH/7L+UbQNKFREc1+cDTZnZ/zCGlnaQZwAiiKa53Ar8GXgZmAkXAVmCcmdUcuP9BkjQceAtYw//Ord9LNI6Sk20GkHQG0WBsPtEB5UwzmybpNKIj+LbASmCCmR2IL9L0C6e87jSzi3O9vaF9FWGxAPibmd0vqR0Z3L89oTjnnEsLP+XlnHMuLTyhOOecSwtPKM4559LCE4pzzrm08ITinHMuLTyhuEZNUrswG+sqSZ9J2h4eV0l6r47nTJM0uoHbv6ShM1RLKpW0NjHzraQekjZJal2jXnHyrNB1bGtEYmbdhpK0UFJp6prO1c4TimvUzGxPmI11IPA40Qy0A4lm4j1Sx3PuM7PXG7j9OWb2QAPrLgcWAXeGokeBKWb2VUOe71zcPKE4V7d8SU+E+4a8Fn5ZjqTpkq4Mjx+Q9J6k/0h6qOYGJE2S9Eh4PC70QFZLWlTHa94L3CTpLqCJmc2oL8DQW3lL0rvh76yk1a0lVYT4HpeUF55zvqTFof7fw3xmzh03nxzSubqVAOPN7GeSZgI/Bf6aWCmpLXA50MfMLDGlST3uA8aY2fa66ppZlaQHgceI7r+TSiVwnpntl1QCzAASp63Kwja2AK8CV0haCEwFRpvZPkl3A3cA0xrwWs7VyxOKc3X72MxWhccrgOIa678C9gNPSnoFSDVm8TYwPSSnWfXUG0s0/U0/YEOKbTYBHpE0EDgM9Epa946ZbYKjU+sMD/H2A94OMys3BRaneA3nGsQTinN1S57b6TDQInmlmVVLKgPOJZp48Fai2WxrZWY/lzSE6GZPqyQNNLM9yXXCdOttgDFAhaR5ZvZNPTHeTpR8BhCdwt6f/JI1QyCaun2+mY2vZ5vOHRMfQ3HuGIWxhzZmNheYTDSQX1/9Hma21MzuA3bz3dsiJGb//T1wi5mtIZoJdkqKMNoAn5rZEeA6okkfE8rCLNl5wFXAv4AlQLmknuE1T5LUq+ZGnTsW3kNx7ti1AmZLak505H97ivq/C+McIrqf9+oa638FvGxmicuVf0PUk5luZh/Wsc3HgJck6sWXdwAAAGFJREFUjSOakn1f0rrFwANAf6KrxyrM7IikScAMSc1CvanABylidy4ln23YOedcWvgpL+ecc2nhCcU551xaeEJxzjmXFp5QnHPOpYUnFOecc2nhCcU551xaeEJxzjmXFv8FfTVa2rkjcPYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x4 = np.arange(0,50,0.1)\n",
    "y4 = np.cos(x4)\n",
    "\n",
    "fig, ax4 = plt.subplots()\n",
    "ax4.plot(x4, y4)\n",
    "\n",
    "plt.xlabel(\"This is x label\")\n",
    "plt.ylabel(\"This is y label\")\n",
    "plt.title(\"This is title\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x8097a58>]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def my_plotter(ax4, data1, data2, param_dict):\n",
    "    \"\"\"\n",
    "    A helper function to make a graph\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    ax : Axes\n",
    "        The axes to draw to\n",
    "\n",
    "    data1 : array\n",
    "       The x data\n",
    "\n",
    "    data2 : array\n",
    "       The y data\n",
    "\n",
    "    param_dict : dict\n",
    "       Dictionary of kwargs to pass to ax.plot\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    out : list\n",
    "        list of artists added\n",
    "    \"\"\"\n",
    "    out = ax4.plot(data1, data2, **param_dict)\n",
    "    return out\n",
    "\n",
    "# which you would then use as:\n",
    "# data1, data2, data3, data4 = np.random.randn(4, 5)\n",
    "data1, data2, data3, data4 = np.random.randn(4, 50)\n",
    "fig, ax4 = plt.subplots(1, 1) # 1行1列\n",
    "my_plotter(ax4, data1, data2, {'marker': 'x'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "a4 = np.random.randn(4, 100) # 4行100列，把4行100列全部赋值给一个变量\n",
    "# a4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 1.30149555, -1.17419974, -0.24804206, -0.10491035,  0.87281752])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a4_1,a4_2,a4_3,a4_4 = np.random.randn(4, 5) # 4行5列，把每列分别赋值给不同的变量\n",
    "a4_1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "or if you wanted to have 2 sub-plots:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x649eda0>]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzsnXd4U4X6xz8nabr3ntBBaaHsvUFFQBBBEHGh4gLH76rXfa/XcfUqjqt4RcWBoqKIKKI4ANmjbGgLhba0dO/ddKZJzu+PjCZt0qYt0FDzeR4eS8bJKSZv3vOO71cQRREbNmzYsNF7kPT0CdiwYcOGjYuLLbDbsGHDRi/DFtht2LBho5dhC+w2bNiw0cuwBXYbNmzY6GXYArsNGzZs9DJsgd2GDRs2ehm2wG7Dhg0bvQxbYLdhw4aNXoZdT7yor6+vGB4e3hMvbeMvwIkTJ8pEUfTride2vbdtXEosfW/3SGAPDw/n+PHjPfHSNv4CCIKQ3VOvbXtv27iUWPretpVibNiwYaOXYQvsNmzYsNHLsAV2GzZs2Ohl2AK7DRs2bPQybIHdhg0bNnoZvSqwr96bQXxGmdFt8RllrN6b0UNnZMOGjd7C5lP5TFyxi4hnf2Piil1sPpXf06dkll4V2IeEevDIt6f0wT0+o4xHvj3FkFCPHj4zGzZsXMlsPpXPc5tOk1/VgAjkVzXw3KbTVhvce2SO/VIxIcqXVbcN56F1Jxkb6cOxrApW3TacCVG+PX1qNq5ABEEIA74CAgE18Ikoiu/17FnZ6Ane2pZKQ7PK6LaGZhVvbUtl/vCQHjor8/SqjB00wT0uxJ1tyUWMifC2BXUb3UEJPCGK4gBgHPCwIAgDe/icbPQABVUNnbq9p+l1gT0+o4yEnCoAtp0p4o/ThT18RjauVERRLBRF8aT2ZzlwDrC+9MzGJSfI09Hk7cGeTpf5TCyjVwV2XU39b9dEAyACf/vuFPHpZe0/0YaNDhAEIRwYDhzp2TOxcblRq0WCPdoGdieZlKdmxvTAGXVMrwrsSXnVrLptOFfH+gOaZmqzSuTbozk9fGbd42JO+9gmhzqPIAiuwI/AY6Io1pi4/wFBEI4LgnC8tLT08p+gjUuGKIq8+ts5jmdrqgCeTjIEIMTTidcXDLbK+jr0ssC+fGoUE6J88XfXfLvOHhzEqL5e7E0rpai6sYfPrutczGkf2+RQ5xAEQYYmqH8jiuImU48RRfETURRHiaI4ys+vR0QlbVwiPtyTwecHMwEYFOLOiX9dS+aKORx89mqrDerQy6ZidLg72uEkk1Iqb+KtRUO57r19PPNjEmuXjkYQhJ4+vU6jm/a5Z+0xZg8KYk9aaZenffSTQ9+cZGp/P/afL7NNDplB0LxZ1gDnRFF8p6fPx5rZfCqft7alUlDVQLCnE0/NjLHqwGcJ3x7J4a1tqfq/v3xDHFLJlRE/elXGrkMQBAI9HCmqaSTC14VnZ8WyN62U74/n9vSpdZm4YA8am9VsOpXPHWP7dCsQj+zrhUwq8HNCQbeP1cuZCCwBrhYEIUH7Z3ZPn5S1sflUPk9tTDSa8X5qY6LVznhbwh+nC3l+82nCfZwRBFg4IpSRfb17+rQsplcGdgB/NweKteWXO8eHMz7Sh1d+PUdeZX0Pn1nX2Kj9Upo9OIh1R3La1Mk7wxPfJ1IqV+DqIO32sXozoigeEEVREEVxiCiKw7R/fu/p87I2XvolmWa1aHRbs1rkpV+Se+iMukd8ehmPfpfAsDBPAtwdcbG345nrrLNJao5eG9gDPRwplmsCu0Qi8OZNQxBFkWd+TELd6k1o7cRnlPHOn2kAPDGjP6tuG25UJ+8Mq/dm8GuSZgQ03NelW8eycWVwqVfhqxqazd6+ckcaZwtqEMUr4zOXlFfF/V8dJ9zXmdvH9uVIZgWPTY/G3830uKO10msDe4C7I8U1Tfo3VJi3M/+cM5CD6eV8c6THDHa6RFJeNSP6eGEvldDX21lfJ0/Kq+7Uccpqm/jfzvOEeDoS7e+Kr6tDl49l48qgp1fh39t5ntn/28/kN3fz7y1nOXyhHKVKfVleu7NklNZy9xfH8HS257M7R/PezvNE+7ty14Twnj61TtOrA7tCqaaqviWbuHVMGFP6+/Ha7ylkl9f14Nl1juVToyiRNxLp54KdVPO/bEKUL8unRll8DFEUeWpjIkq1yJq7R1PbpMTX1aFLx7Jx5dDeKvzFwstZZvb2o/+YzooFg+kf4Ma6I9nc8slhRv9nB09uTGR7chENCpXJ515uCqsbuHPNUQRg3X1j+Tkhn5yKel66IQ6Z9MoLk71yKgYgUDvyWFTTiJeLPaBpqr6xcDAz3t3HUxuT+O6BcUiugC53g0JFekktc4YEd/kYXxzMYndqKS/fEEdMgBvltQp9YLfRe7kcq/Avzo3jiY2JqAxKnDKpwItz4/Bzc+CWMX24ZUwfapuU7EsrZXtyEduSi/jhRB6OMglTov2YERfINbH++s/q5aSyTsGSNUepbmjmuwfGYW8n4YM96cweHMjEfqYHC6x9CqjXBvYAd03QKqppZECQu/72IA8nXpwbx5MbE/n8YCb3TY7sqVO0mJSiGtQi9Pd37dLzkwuqWfFHCtMH+HPn+L7UNCpRqNT4ul7+D5GNy0uwpxP5JoJ4oIlNyq4yf3gIP53KY2+apk/j5mDHK/MHtQl0rg52zB4cxOzBQTSr1By5UMH2s0VsTy5m+9lipBKB0eFezBgYyLUDAwjzdr5o52iOuiYlS9ceI6e8nrX3jGZQiAcPfXMCgH/OMS0LpCtv6a6EdOUtwGqC+5V3jWEhAdqMvaSm7WLSwhEhTB/gz1vbUskorb3cp9ZpzhRolh2jAzof2OsVSv62/hSezjLevGkogiBQVtsEYMvY/wI8NTMGJ5m0ze2iKF7kcmTLle+AYPcOA5xMKmFStC//njeIQ89dzS+PTOTBqVFU1Cn4969nmfzmbub8bz/v7TjPucJL03xVKNUsX3eCpLwq/nerZpfjYHoZv58u4uFp/QgxowNzOcpb3aXXBnZ/XcZe3dTmPkEQeG3BYJzspTzxfaLVNnN0nC3QNDajA9w6/dxXfj3LhbI63l08DG/tZW6Z3BbY/yrMHx7C6wsG67VOnGRSlk+NpFGpZu77B9ibdnEkENJLahnV1wuAhNwqGpstr50LgsCQUE+enBnD9sensvvJafxjdixOMikrd6Zx3Xv7mfLWbl759SxHLlLzVa0WeWJjIvvPl/H6gsHMGhRIs0rNi78k08fbmfunmL+SvxKUHnttYHewk+LtYk+RiYwdwN/NkX/PG0RCbhWf7L9wmc+uc5zJr9FPxHSG308Xsv5oLg9MiTSqFZbXKQDwsZVi/hLMHx5C/HPXsHhUGFKJwGPT+/PLw5MI9nRi6RdHWb03o1sZcV2TkvyqBiZH+2EnEVAo1STmVnX5eBG+LjwwJYofHpygb75G+7vx9eFsFn9ymDGv7eSpjYn8eba4U18gOkRR5KUtyWxJLOCZWbEsHt0HgC/js0gvqeWF6wfiaOIqR4e7k+kKtjUpPfbaGjtoyjGmSjE65g4JYuuZQlb+eZ5rYgOICex8RnypaVapSS2SG03EWEJ+VQPP/pjEkFAPnrjWeLnCVor5a3L90CA2HM9lT2opswYFsumhCTz1QxIr/kjhTH41b940BGf7zocEXTkzJtCVUC8nssrrOZpZwdhIn26fs7nm69bkIjaeyMNJJmVKf19mDAzkagubr+/tPM9Xh7K5f3IEy6dqMvMSeSMrd5znqhg/rhngb/J5arXI63+co7pB2eY+a1N67OWB3cFsxg6aS8BX5g3iyIV9/P37BDY/PNHqRpvOF9eiUKnp14nGqUot8vh3CajUIv+7ZTj2dsa/U5m8CYmAvjRj46/B+EgffFzs+TWpgFmDAnG2t2PVrcMZFOzBm9tSSC+p5dM7R3W6aXm+WBPY+/m7EebtrAnsWRUX/fzba75uS9Y0X8eEezMjLoBrBwYQ6tX29/jqUBYrd5xn4YhQ/jF7gF47asUfKSiUal6YG2dST6pJqeLJjUlsSSzA382BEnkTXs4yquqbbVMxl5tAd0fO5LdRWTXCx9WB/9w4mOXrTvDB7nQem97/Mp2dZSRr6+v9O1Ff/2B3OkezKvjvoqGE+7q0ub+0VoG3i/0VI2hk4+JgJ5VoMvWT+dQrlDjb2yEIAg9Oi2JAkBt/W3+KuasO8MFtI8yO+ZkivbQWO4lAXx9n+mi/FE5kV9KsUl+yREnXfJ0U7cvLN8RxOr9aO11TxMtbzvLylrPEBbszY2AgM+ICiA1045fEAl78JZnpA/x5Y+FgfQA/kV3BppP5PDQtiggTn5eaxmaWfXWCQxfK+fu1/fn+eC5xwe5seWSS1Y5LW1d6epEJcHekvK6J5g6aLbMGBTJvWDCrdqVzJt+6NjCTdRMxFmbsJ7IreG/neeYNC2bBCNMZRHltEz4utjLMX5HrhwTT0KxiV0qJ0e3TYvz55ZFJ+Ls5sGTNET7bf8Hiuvv54loifF2QSSX6wF6vUF22z5IlzdeI537n0e8SEEV475bh+rKmSi3yws/JBLo78vBV/docu6i6kZtXH+JYVgXv3DwUDycZeZUNPD0r1mqDOvwFArsoQom87WRMa16+IQ5vF3ue+D6RJqV1bMNBS8ZuyURMdUMzf1ufQLCnI6/OH2RWoristglfN1sZ5q/ImAhv/Nwc+DWxrWVkuK8Lmx6ayIyBgbz62zke35Bg0WZoRmmtvlTY16el/HEk8+KXYyyhdfN18agwo/snv7lb33xdG59FckENM+ICmPHuPiM9nfPFchZ8eJDcinq+WDqamXGBvL/rPOMivZkSbd2KqL06sAd6aLLS4nbq7Do8ne1ZsXAwqcVy3ttx/lKfmkWo1SJnC2qQSQXCfdqve4qiyD9/Ok1RTSPv3TIcN0fTa94AZbat078sUonAnMFB7E4tobapbRPQ1cGOD28fwZMz+vNzYgE3rY5vVxG1sVlFdnmd/orSsD5/tIcCuyFV9Qq2nS2ir48ze56cxoe3j2BKtC9bk4u4/6vjvPLrWQDWH80x0tN5+sck5r6/n2a1yIZl45kc7cfnBzIpq1Xw9KxYq/d16NWBXafIVmyhe9LVsQEsGhnK6r0ZJHRjXOtikVVeR51CRaSva4cTMRtP5PFrUiF/v7Y/I/p4tfvYstomW2D/C3P9kCCalGp2nis2eb9EIvDI1dF8ducocsrruWHVQd7almJSITKrvA61CFEmAvuxrAojmYHLTV5lPUvWHEUmlfD1PWMJ93Vh9uAgVt4ynBPPX2tUT29WGZ+nQqlGqYZND05gUIgHFXUKPtl3gRkDAzr8fFkDvTqw69amLcnYdfxr7kAC3R154vuELs3IXkws3Ti9UFrLS78kMy7Su0Mxr3qFknqFyjbD/hdmRB8vgjwc2WKiHGPINQMC2PzIROwk8MHuDJMKkbqJmGh/TanQ3VGGl7MMF3sp8kYl5wrbH164VJTXNnHnmqPUKZR8dc8Y+rS64k0rlpNVXsfSieGYy71ValH/RfXRnnTqFEqetKKRxvawusB+Mc2WvZ3tkUkFimo6rrHrcHeU8cZNQ8goreO/23t2RVhfX/c3X19vUqr423ensLeTsHLx8A4nXcprNctJlyJjtxllXxlIJAKzBwexL62UajNa6jqi/FyRStqGCd0KfXpJLRIBIv1ast8+3s4EaZd1eqIcU9uk5O4vjpFf1cCau0YbaUWBpmz54i/JeDvb89j0/mYXi3S3F1Q18OWhbBaMCO3UdFpPYnWB/WKaLUskAv5ujp3K2AEmR/tx+9g+fHYgk2OXYB7XUs5qM/b+7WTsb29L5Ux+DW8sHGKRsFOpdjnJ7xIEdptR9pXD9UOCUKjU/HnWdDnGEHNG8AVVDaSX1BLm7Wy0qRnm7UyzSk2YtxNHMssv2jlbQmOzige+Os7Zwho+vH0EYyLa2tn9dCqfE9mVPHNdLB5OMh6fHt0mazdcOHpvx3kQ4bHp0ZfhN7g4WF1gnxDly6pbh/PAVyd4e1sKj3x7qltmywHuDp0O7AD/mD2AUC8nntyYSL2ibZPpUiOKon5czFwpZm9aKZ/uz+T2sX2YGRdo0XF1GfulKMXoTDseXHeSsa/t4OFvTtqMsq2UYWGehHo58WtSQYePNZfRCgL8drqQ4upGI+OOPt7O5Fc2MLKPF0czKy6be5JKLfLYdwnEZ5Tz5sIhXDMgoM1j5I3NvPZ7CsPCPLlpRCjyxmY2JxSgO0MBCPF04vUFg5k/PIT0klo2nsjljnF9TS48WSvdDuyCIIQJgrBbEIRzgiAkC4LwaHeP6evmQG2TklW7M7ptthzg7tju9qk5XBzseOumoWSX1/PGHyldfv2uUljdSGV9MzKpQF+ftksTZbVNPPF9ItH+rjxvRl7UFJdaTmBClC/hPs4U1zRx86gwW1C3UgRBYM6QIA6cL6NSqx1kjqdmxiCTti3x6fqijUo1z206zfObTzNxxS4+3JOBUi3SoFBSWd9MesmlV1AVRZHnN59ma3IRz88ZwMKRoSYf97+d5ymva+LlG+Ioq21i8ceHOXShnEB3R6QSgZRXZ3Hw2av1W6T/3Z6Kk0zKw1ddWUY0FyNjVwJPiKI4ABgHPCwIguWRxgS6TNXDyY51h7tntqzRi7G8xm7IuEgflk4M58tD2cSnX15PUN2/gW7xwxCdG1JNYzPv3zYcJ3vzgkWt0Sk7Xqrm6f7zpSTlVRPq5cTGE3k2L1UrZu6QYJRqkW3JRe0+bv7wEL1yI4CpNk5Ds4pvDucYab/vStUoRx6+hHV2vZ/rc7+z/mgu0wf4m/VYSC+R88XBLBaPCsPV0Y4FH8WTVV7HZ3eNYnCoBxG+LjjYtXyWEnOr+ONMEfdPicTnCpsi63ZgF0WxUBTFk9qf5cA5oMuiCfEZZfxbO1ta3aDknknh3TJbDvRwpLZJaXJm1xKenhlLhK8LT/2QhLyx/UbTxUS/cWqiWaNzQ/rn7AHEBrq3ub89ymqbcHe0M3oDXyziM8p46JuTiMDSiRE2o2wrJy7YnXAfZ725eXvUN6v1V3nmJhhb39ysEpEIl66BaujnquNgeplJP1dRFHnpl7M420u5ZkAACz+Kp7FZxXcPjOOqGH/SiuVtellvbkvB28X+ijDjac1FrbELghAODAeOdPUYSXnVrFw8TP/3QxfKu2W2rHdSsnCWvTVO9lLeXjSUwuoGXvv9XJeO0RX0GjGtJmJauyF1lrK6S7eclJRXzUjtjO/0Af42o2wrRxAErh8STHxGmb5EZwqVWiStSM6MuAAEAdwcLZeYUotw5EK5xXV2URSpbVJSWN1AWrGcE9kV7E4t4ZfEAr45ks3qvRm8vS2VF38+Y+RipKOhWW3S8GLrmSIOpJcxJNSTR749iaeTjB8fnMCQUE8aFCpyKuqNJl4OnC/jYHo5j1zVD1eHK09S66KdsSAIrsCPwGOiKLYZXhUE4QHgAYA+ffqYPc7yqVGIoohMKiCTSjiYXs4L18d12WzZ0EmpMwqJhozs68X9UyL5eO8FZsYFMi3GtKxne6zem8GQUA+jmnN8RhlJedUmf7dkEzPsptyQOkuZ/NItJ90zMYIPd6fTz99V3xeYEOVrq7NbMdcPDWLV7nS2ninC1cHOpI9ndnkdDc0qhoV5si+tFD9XB5Lyq42WjwTaZuwADnYSSuRNvPrbObxd7KltUiJvbEbeqNT+afm5prGZ2iYlHX0HSARwc5S1Ceo6WhteNChUvPqbJik7kF7G0DBPPr9rlL68kl5Siyi2CO2JosgbW1MI8XTi9nHmY5U1c1ECuyAIMjRB/RtRFDeZeowoip8AnwCMGjWq3f91giDg5ihjfJQPO84WszY+k9cXDOnSuRmaWneHx6f3Z9e5Ep798TTbHp+Ch5P5lX1T6EYBX7x+IHOHBnM4s1w/8dOa8tomCrVXGIaXhzo3pHX3ju2y5G5ZbdMl053fl1ZKTaOSW8d2/ovPRs8QE+BGP39XvjiYSUFVo5GP59M/JHI0s5z0Uo2F3s8J+eRVNpBXaRw4JYImsKtMfKqblBoBvjUHMgGNybWboww3RzvNHwcZYd7OuDna4W54u/5nGa4Odrgb3OZsL2X72WKWfX3C5O/Ueornwz3p+nLN1bH+rLptuJHufFqxHGgJ7H+cKeJ0fjVvLxp6SUqWl4NuB3ZBkzauAc6JovhO909Jg5ujHTKJwI3DQ9h0Mp+nZ8Z2ycFcl7EXd7GBqsNRJuWdm4cx/8ODvLwlmXduHtbxkwwYH+nDtQMCeHRDAtvPFutLTKayWV22bjgRo3NDWj41qlOSqq0pq1Uw8RJl7Fu0o3PTTYyZ2bBOBEGjHfPezrb6SAqVyLdHc/V/P5hueiZ94YhQ3BxlfH4ws819Pz00gRs/jGdKfz8+WTISBztJt3VWfjyRxxMbEwGwkwgoDa4cWhteZJTW8v6udABuGR3Gq/MHtZHnSCuWIxXgzs+PUFjViFQiEOjuwI1WpK/eWS5GjX0isAS4WhCEBO2f2d09qKuDHfJGJXdPDKdJqWb9sZwuHcfFwQ43B7suzbK3ZnCoBw9Pi2LTyXyLFjt0iKLIiq0pbDiu+ZD8drqw3THOMwXGEzE6N6ShoR48MaPrevEKpZrqhuZLItnboFDx59liPJ1lDA/zvOjHt3HpmDs0yOx9AjCijyfhPs5krZjDi3M1A286g+zXbhzMW4uG8sLcgVw7MAAHranLoBBNUz/Sz5VZcYFcKK3FUSbtdlD/YHe6Pqh/dPsI3l40lBBPpzbz56Cx7Lvmv3sBuHVMGK8vGGxSc2lfWilqEQqqGhEBpVqkoq6ZLYkdz/hbK93O2EVRPABm5Ra6jJujHfImJbGB7kyI8uHrQ9ncPzmyS8L9/u4OXW6etuaRq6P581wJz206zai+Xh1eRajUIs9vPsP6ozmMCffiaFYlV8X4s+5IDuOifNrN2KP93YzckN67ZXi3jAsqtPPKNY3Gc8vt1fotZWdKMfUKFTPjAjtl4Wej5+nn79Ym89UR7OlEcU0TI7TjjmlabZggT0culNYZ9a3SiuVMjvZlZ0oJOguE3Ip6xkR4szW5iPyqBkK66AuqUos8/UMSP57MA+Db+8YyQXvlasq5qFTexOj/7AA0CVJ7pdy04to2/QGFStOEtSZXpM5gtZ9AVwcZ8kbNiOLSiREUVjd2OG9rjkAPR4rlFyew29tJ+O+ioVQ3KPjXz2fafWyzSs1jGxJYfzSHecOCSdMualwV69fuKGCywcbpql0aN6R/zxtk0g2pM+gmHzYcy+Pg+TJUavGirf3rshtzfpE2rJsZA9uWz5xkUh65Oor8qgYGBGnqz/vSNLPpOvManVxvvUJJTkU9g0M8CfZwQqXW3J9bUc/YSM1a/9FOyAvo59Of/Y3xr+/k6rd364P6hgfG6YO6KTLL6rhh1QH937c9NsXsY+WNzajMdGtbN2GvJKw2sLs72lHbpJkbvzrWnz7eznxxMKtLxwpwd7RYutcSBga7My7Sh1+TCvnNYAbYUPCqsVnFsq9PsCWxgGevi2VAkDtvLRwKaOZ7zY0CyhubySrX6F/XNCh5b2dau25InUEX2J+c2Z/7vjrO2Nd2dFuyATTWYbtTS7GTCEzp79ft87Rx+Xl6ViygWQoETUP0P/PjiPLTBPQBge6czqvWNyFzKxrwdbXXX7GeL9ZMlsQEuhLh66LP/nMq6okNdMfN0c7ieXbD+XQRzRZ2doXmddcuHd2uSXZCbhULP4rXDx98ec+YNp6/OpqUKh77LsHsscxJKVwJWG1gd3O002fsUonAXRPCOZFdSVJe53XSA9wdKZE3ob6I2tAPTIlEKhF4dlMSZbVNRpmvvLGZuz4/yu7UEv5z4yCWT41i+dQoJvTTvCGV2mxnQpRvm/KHTvgL4PODmYR4ObXrhtQZyrQ6MVfF+OPpLKOsVtFtyQaA7cnFKJRqxkZ6496OwYcN6yXc14VBIe6E+7ry4e0jUIsQ7OVMSpHm/TggyJ218Vk420sJ89YEvCi/ljJMqnayJCbQnXBfZ8q0Zs/ZFfV6k+kjFywL7G9tSzU5yujlLGt31HjnuWJu/eQwtdq4MWNgAFPNJBqHMsqZ/d5+dmotAltv0zrKJEZN2CsNqw3srtrArltsWDQqFBd7aZey9kB3R5RqkfIONDE6w+RoP1YsGIy8UcmoV1sy39hAd27/7AgnsitZuXgYt49tWSKy0+ptmKpl6kguMF4B6MgNqTPoMva0oloKqxuJC3Zn3ZHuSTYA/KIrw8TapmGuZK4fEkxibhWRfi7Y20nYnlzMucIaPJ1lSCUCm0/lIaDJ1gEME+G0IjkOdhrP0whfV2oalbg5ysit0Fx9jonw5kJZHSUWlETNlUCq6s1vfn93NIf7vzpOP39XRoV74WAn4V/Xt1U2Katt4u8bErj108M0q0SitHLDAprSky6+xwa6MW9YcIfnaq1YbWB3c5ShUos0NmuyW3dHGYtGhfFrUgElnZxw0W2fXozJGEMMyw4hnk5E+rqy+ONDpBbJ+XjJSOYNMy6fyLS61u2ZaxsG9qdmxlxUt5YyeRP2UglPbNRcft4ypk+31/7La5s4qNXRsdXXr2zmDNZMx+xJLWVSP1+2ny3ibKGcAYHuvPDzGVQi1Bl4oB7JrNSv76cWy4kOcEUqEYjw1aggqtQiOQaBHTqWF6htUuona1pjqjQiiiIrd6Tx7KbTTI724/Fro4nPKGf51CgjNye1WuTbIzlc89+9bEkq4P+u7sf2x6cQ5KE5piAI/PHoZDJXzOGpmTEk5Fbzc8KVOxVjtYFdt8ZrqM9y14RwlGqRdUc6N/rYMst+cQP7zwktmhSn86sZ9/pOCqoaWLt0jEnJUIlEQCKA0tQmh5YtBjKq3ZlSMUV5nQInewkLRmiU7+KC3bu99v/7mSJUatFo29SG9WLYlDS0uAONjvqwME9+TSpgxsAA8iobSMytop+/q8nBBaVa1K/vpxbJ9Qs+Eb6aEo1KLZJf2YBSpWZQiAfO9tJ2A3tWWR03fnCQRmXbxKf1fDpoSprPbTrNyh3nuWlkKB8vGcmbW1MJ8XTiwWktn53n8sO7AAAgAElEQVSzBTUsXB3PP346zYAgN/54dApPzIjBUSblgDYpuWVMmH44YfnUKEb19eJfm8+06/dqzVhtYNfpUcgNxLsifF24Ksafb49k06S03LZOZ0DR3e1TQ+IzylipNb2ePbhFC/3Z62IZH2W+uWMnlZjN2OWNzSi0b+pbRod16IZkivZcjMpqm4jwdaWqXoFE0DTEwHSt31Js0zBXDq2bkoYWdzquHxLEmfwaozFGna+pKQqqGqisU1AibyJWu9Ec6uWEVDs+qVSLFFY3IpNKGNnXy2xg35tWyg2rDuiNYAwJ8nA0mk8HzRTOA1+f4LtjuTxyVT/eumkI3x3NIaVIzr+uH4ijTEpdk5JXfz3L3FUHyCmv593FQ1l//zj971ZV31Ka/dvVLSYaUonAu4uHIQJPfJ/Yo76tXcVqA7uuCadroOpYOjGcslpFh36Nhvi6OiAI3d8+NSQpr5pJ2pErw428747lmnsKADKJ0MY4V8d9Xx7X/zw5umvTJe25GJVqdWJO5VYR6efaKblfUxRWN+gdpmzbptaPqaakzuJOx2xtOebwhZb39OEL5WaTjGBPxzYr+TKpptau1vbHdHX2sRHepBTJjfTfRVHk470ZLP3iKMGeTkbLbf+5cRAA3y8bbxTUy2ubuPXTI+xJLeHV+YN4cmYM5XUK/vtnGpOjfZkZF8DWM0VMf2cvnx3IZPHoMHY9MY0bh4caDSHovtAGBrnj727sPhbm7cyLcwdyJLOCz/ZfMP+PaqVYbWB3dWxbigGY1M+XaK22haWKcTKpBF9Xh4s68rh8apS+o+7hJGPrY5MBTY08tUhu9nl2UglKdduMfW9aKUcMspmODKzNMSHKl1fmxXHnmqMs/viQ0ThjWa0mU88urycuuHNyv6b4LakQUdRMK1wJzu1/dcw1JQ1vD/Z0YlRfL35NKsRRpusJicwbGoS9CbONfv6uBhMxLRpE4T7O+umvljq75kpWlww0KFQ8+l0Cr/+RwnWDgnh6Vgy7tRruCS9cS7C2/m2YxWeX17Hwo3hSCmtYfcdI7hinGU54a2sqDQoV906K4L4vj7N83Qk8ne3Z9NAEXrtxMB7ObQcQXtqikQf/781DTf673DQylFlxgby9PVWvtnqlYLWBXVeKqW2VsQuCwN0Tw0kuqOFYVqXFxwvsopOSOXacLdZfom1cPp7YQHfeu0WjHzNz5T6zXzoyaduMXeeGpMNOIhDexXr1iexKXtpyFqVa5EhmhX6cUa0WqahrIlcr4HQxAruuDHNVjH+XykY2Li8dmTbruH5IEClFcr2AF8DL8wZxrYklpr1pZbzwczKuDnZ6wT3Q1NmblGrsJALZ2sA+JNQDezsJRzMryKus56bV8WxJKuCpmTE8OC2Ke9ZqrlgfmhaFp7O9XoVUZw6TlKeZUa9qaObb+8cyQ2sHmZBbxYbjuSjVIsvXneDQhXKenzOALY9MNJtwHDG4Iok1I4onCAKvLRiMl7M9j29IoNGMmqQ1YrWBvaV52tYgY8HwUDycZHxhQnTIHF31PjXFzwn53PeV5k1436QIfXN23rAQ3LVfSPd/ddzkc+0kEn0mA5pu/ZNaNyRdhhTu62J2qaI9NhzL4dZPDlMqb0IAlk2J1I8zVtYrUIuQp/2QxQV3b9M0q6yORG3D9epeWl8XBOFzQRBKBEFof8X4CuGpmTF6jRcdppqSswcHIQgYyee6OcpwlNkZvS89nGQ8clU/QDPNYpiw1DQoaFKqUapF1h7MZPOpfBxlUoaHefLZgUxuWHWQnPJ61tw1itmDg7jr86P65z6sPabO5ausVsGe1BJu+eQwDnZSfnxwAiP7aqZs1GqR+R8c1D93Wn9/dvx9KvdNjjQrbSGKIm9qy08DgtxN7ojomswjX/lTo0dfXMubW9vqvFsrVhvYdbPbchPOR072Um4ZE8a25CJ9/a4jAtwdL0pgX3c4m8c2JOCirU+PCjfOCI7+czoAO86VcNrEpImd1FiTY218FntSS3lmVqz+g9TayaUjmlVqXvz5DM/8eBpP7SXn3KHBPDd7gH6cccc5TdlI9+/Z3YxdZ4Lcy7dN1wKzevokLhbzh4fw+oLBer0WiQD/nhfXRg/F392RgUHG74/KOgWZZbX6K9HJ0b5UNzSzdGK4/jHL152gsVnF5lP5/GLQA2to1kyv/HQyT1+2kUkFNj8ykbhgD5asOaLfMXn0mmhctEmdLrCv3pvBvV8eJ9zHhZ8emqBfjKqoUxD5j9/1r7PmrlGsXjKyw43RnedKOJGtudofakJKo3WTubxOgVQi8PnBTA6cvzLcwKw2sJsadzTkzvHhCILA14ezLTpegLsjlfXNnZqmac1HezJ4fvMZro7x1y8/GG7fgUbe95MlIwGYu+pAm21XmcFUjKEb0sR+PvpL32h/y/XSy2ubWLLmCF8eyua+SREEeThiJxF4/voBAPpxxoSclrJViKcTns7d8zzVLSX15m1TURT3AZfOsLMHmD88hIPPXs36+8ehFjViV6ZoXQrcmVLChbI6fflRVwaJz9CUNGIC3NidWsLSL47xxtaUNsdtaFbxz81n9EtGz88ZiK+LA3euOUplnYIoPxec7aXcPSFc/xx7bcadU1HP+EgfNiwbh7+7I2q1yIZjOYx69U/9Y8/+e6bJEePWqLQjmm7a+NLfhPWkqSazSi1iJxF4YmOC0TSNtWK1gV0qEXCxl5osxYAmOM2MC+C7oznUKzr2Mw3UOyl1fjJG56jyxtYUbhgazOolI8mvakAqEUzObs+ICyTUS5M13PLJYaP77CQCSpXYxg0pOb9lMcnSxmlyQTU3rDrIyZwq3rl5KA9MjeRckZxFo8Lwd2upd06I8mWcwQjmwG5m66lFcr3Kn23bVOMOJgjCcUEQjpeWlvb06VjEuEhvhoR68Nn+TJPjfDrpaD83BwLdHdlwLIeq+mbUoqZ8MyVaMxG29Yxmvv3leXG8c/NQjmZV6HVaWlOvUHHfpAgkgqYXdM+Xx8gsq+Nf1w8kq7ye28b00WvP6FRRdXx+92jcHGWkFNVw88eHeObH0/oRzN/+NsnIOKM9fk7IJ7VYzlztVmnrwK5Si0Yeqq3vK69V8M/NZywe3OgprDawg6Yc07p5asjSiRHUNCr58WRb89rWBHRxll2tfYN9tCeD28f24d3Fw5BJJaSX1NLX29lsLXz3k9MAOJpVoZ8CAE3GrlSr9W5I7y4ehreLvdHGqaksojVbEgtY+FE8alHkh+XjWTAilLUHs2hWqXlgSlvzXZ1ODHS/DPNLYsu/t23MUeMOJoriKFEUR/n5XRllKUEQWDYlisyyujbeAqIokq0VonO2l3LtwACjQYUofxdCvZyxl0r444ym5BIT4MaNw0P58PYRZl9TIsDfZ/QnLtiDtfFZnMypZOUtwzidX41UEPSm0Q0KFcvXneAb7SLi6HAvlGo1r/9xjuv/d4CM0lru1X5BLBnX1+J+UZNSxTt/pjEoxF1/pd0/sCWJyq2o59ZPD5t7OsGeTjx+bX9+Sypkc0LHMacnserA7upoh7zJvD7EqL5eDApxZ+3BzA4FvroiK9CsUvP49wl8cySH5VOjeHX+IP30R0ZpLZF+5jNrmVTC1/eOAWDR6kP6hqlMKrDjXAnrj+aybEqLG5IuQ+poIkalFnlzawr/t/4Ug4I9+PmRiQwJ9UTe2MzXh7O5blAgESbkfQ3NirvTOBVFUb9DEO3vSh8f5w6eYcNamTUokD7ezny8L8MoAz2Z0yK0l11eT4iXcc26n5+r9mrVGbUI/m4O+kx7Zlwgy6e2TSxAY2w9a+V+TmtlqZ+fM5BRfb3YeCKPhSNDCPRwpLJOwe2fHWbHuWJeviGOOYODOJZVybXv7OPjvRe4aWQoO5+Yxun8ajycZJ0ynll/JIe8ygaenhlLeokcT2cZfq4OiKLI98dzue69/ZwtqOHWMWH6QQYduibz8qlRjA734oXNyVa9lWrVgd1Q4dEUgiCwdEIEGaV17E9vv6mh9z61cJa9sVnFg+tO8HNCAU/PiuHZ62L13XOlSk1WWT3yxmazW56gWTIaoG1CXf++Rh+6VDu6ZeiGpFaLnNNm7O1NxNQ0NnPfl8f4cE8Gt47pw7f3j9OXXL47mou8UcmyKaY3SMuNAnvXM/bEvGr9XHJvnYb5qyCVCNw3OYJTOVUcz27JyHUWd7PiArGTCPr3rI5o7RVlpFZAq7WH7hMzYgj1NF74mTskiO8eGKd/7wBE+bmw5kAmSpWaZVOiyK2oZ+HqeM4U1PDhbSOYPjCA305rkghXBzt+WD6eFQuHcCC9jKOZFTw1M9biXlFtk5L3d6UzPtKHydG+pBXX0j/AjfI6BQ98fYKnf0giLtidPx6dzOsLhvD3a1u+MAydmaQSgXdu1myl/t2Kt1KtOrDr7PHa4/qhQfi6OnQ4+ujhJMNe65jeEbVNSpZ+cYydKSW8Mn8QD03rZ3R/XmUDCpWaoWGeZrc8dfz6f5MASCmSsye1hALtF8v/bm1xQ8qtrNdPq0T7m74KSC+pZf6qg+w/X8ar8wfx+oLB+i8AhVLNmgOZjI/0YagZW7qsMs0HystZRpCHo8nHWIKhXVhvL8MIgrAeOATECIKQJwjCvT19ThebRSPD8HKW8bE2GVkbn6n3GDicWU60CZ0YXRlDp61iOEBQXtvEHZ8dIa+qkfGRPvrx34LqRo61khO4+4tjfLzvAnOGBFPbpGTBR/GUyZtYu3Q0uZX1TNfa2oEmqVm0+hDjX9/J8z8lMTjEg8Wjwyz+PT8/kEl5nYKnZ2lGO9OK5GSX1zHz3X3sTSvl+TkDWH//OL1wmG6A4ccHx3Pw2auNJofCvJ156YY4jmZW8KmVbqV22xrvUuLuKOvQxcTBTsrtY/vw3s7zZJTWtplS0SEIgmZJqYOMvbJOwd1fHOVMQQ3v3jzMpDVWRqmmcTgzLpAJUT7cs/YY84eFsP1scRvTCqlE4Ifl47lp9SHu/uKY/nbDpusZo8Zp2/r6rpRiHl2fgL2dhG/uG9vGaGBzQj5FNY28cZN5+6+j2jr/wGDTc7uWoFKL+jHHv8K2qSiKt/b0OVxqnOyl3Dk+nPd2nufjvem8tS1Nf19VfTN1rebToaW5r1Mr1UlTnMmvZtnXJyirbeLdxUO5cXgo6SVypr+zjxPZlZzIruTG4SH8d9FQozHF35IK+C2xAEEAlQh3rjmKUi0yfUAAAiJ/nivRN2R1/71mgOVLcRV1Cj7Zd4GZcQEM7+PF+WI58iYl8iYlA4Pc+XbxsDZXHVnldQBmhe0Wjghh57li/rs9lUn9fBkU0r29kIuNVWfsbo521JqYY2/N7eP6IJMKfBmf1e7jOto+Lalp5JZPDnOuSM7Hd4w063eoC+xRfi4MCHKnsVnNd8dyCfNyMvk/eFS4N3YGb0LDjD4+o4x1h1vO2zBjF0WRD3anc++Xx+nr68wv/zepTVBXqzVaGwOD3PWTCu3Rnfr6sawKvd6Obdu093Dn+L44yiSs3JHexivAlK5RX21W26yVxpBJBH5OyOem1bpm/gRuHK5REO3XanR34YhQfkksMHrvqEVQownqoFGNtJcKXD8kiBM5po11Nh7Ps/j3+3B3OvUKJU/OiOHIhXKufXcfoGnKbn54YpugDpregquDHT5mPI0FQeC1G613K9WqA7slpRgAfzdH5g4J5ocTeVQ3mG+2+rs7mNVyz62o56bVh8irrGft0tFMN7E+rSOjpA5fV3s8ne3JKK1FImg6/ol51UxasZufE/KNmlHVDc34uzno/66TyNWVbgw1rnUTMfUKJY+sP8Vb21KZOySYjcsmmDQC3nGumIzSOpZNjTSbiRueS3fq678YlGEsmRm2cWXg4+rAopFhJl2LTKEx3chnnXaH5H+70nn0uwQGh3jwyyOTGGyQuBgu9AR7OHLvl8d45dezHdamFSrNvHmlGXMcS/1I86sa+OpwNtcPCeb747ncYjD18vGSUWb7WVnldfT1cW736tbLxZ63Fw3lfEktb2xNseh8LhdWHdjdHGXUK1QWNSiWToygXqFi43Hz6oq6jL31DOr5Yjk3rY6nuqGZdfeN7dAqTlfy0QXmGQMDkEklvHD9QOoUSh79LoHbPj1CeokctVpk+dcnKKhuNNLauOOzIxqBrluHk6/Vb9GYFLhomkgfHeL304U8d10s790yzKwS48f7LhDq5aQ3STBFjcGXY1cDe7NKzR/aRpZm27R7dno2rIv7JkeYva+1DMEHe9J5btNp6ppavgikEoHFo8LwM0hgEnOreODrFmmN1UtGEh3garGTWUFVg36TujWW+pG+tyMNhVLN7pQSPt2fyW1j+jBncBB+bg54m8nGQZOxW6LXNKW/H3dPCOeLg1nsP289OwxWHdhdzQiBmWJwqAej+nqxNj7L7BdBgLsjjc1qahpajpeUV8XNHx9CLWrU3FpnLc9tSuK5TUn6v4uiyLmiGhoUKg6ml/H49Gh83RxoUqr5NalAXw45dKGc6e/sI/Ifv3NIKzhkOC98IL2MW0eHEenX8kYP93HmRHYlN6w6QF5lPV/cPZplU6PMZg3Hsio4kV3J/e3oYgCcyG5pWulMEDrLwfQyKrVbg2MjvS+aXZ8N68CcpLWjTMK0GOPZ/I/3XjC5mfnujvNGRh43fngQBzuJXhxP3qjk2/vHWXxOns4y/XvOEFP6NqZILZLzvbZk42gv5Yulo/nPjYPJq6xvV7ZDqVKTW1FPXwtHeZ+9LpZ+/q48uTHRarZSrbp5qlN4rGlsNim72ZqlEyN4+NuT7DhXzMy4QFbvzWBIqIc+A9ctKb2/6zzPXz+QwxfKue/L43g6y/jmvrHkVzXw8DcneW72ANwd7ThXKGfTyXzUom4bTSApt4q6JhVJ+dUk5RtrwZzMqcLHxZ7YQDekEsFo6WjesGCWjOvLP346rd/aXHtIYw6sI6O0jjvWHCHC14VP7xxlch7dkNV7MvB2sefmUe1PB/x5tkT/c1fr4kZlGNu2aa9jbXzLVJmHkx3V2uTnxuEhbRILc+VRnXGHLuiLombbtEKbuORU1NOgsKzcYycR2gR1AU2m/tTMGLP9Lx1ZZXXMXKmppY+P9OHD20fg5WKPWivodcsY85+ZgqpGlGrRYoVVR5mUlYuHceOHB/nnT2dYddvwi2I+3x2sOrDrRqUsaaACzIwLINjDkS8OZjIzLlBvOrHqtuEMCfUkKU/TiEkrkXPbp4f1Ohf+bg7cs/YYJfIm5I1Knv4hyei4EgH2pWlqhbr/XcPCPFk0KhR/N0f83Rx4cmMizSo1e566CtBsuS38KJ4z+TW4O9rxc0IBuRX1XCit0x+3rknF+7vTjV7rqhg/3l08rMOMOLVIzs6UEh6f3r9DwwzdlcKovl2bYmlsVrE9ueVqo7ePOf7VyK9qYFtyMcumRLLjXDGZZXUIaJKAPSkl9O0gwdAhFYQ2mXyTUq0fCXxu02n97eMjvTl0QXMl6Wgnoa+PM6nahMdJJtUf595JEaw5oPnSyVwxp8NzEEWRb4/m8M+fNHIEkX4ufHv/WH2gza9qoKFZZXK7e/OpfN7alqqXFMipqGvzGHMMCvHg8Wv78+bWVK455a+3n+wprDqwuzqYdlEyh51UwpLx4byxNYVzhTV6AawH151E3tis15bQBWnNa9jh5WKPv5sDk/r54iiT8vE+zRsx0s+F75eNx9vZnrmrDpBcUENMoBspRXLev3W4kVnu4tFhvPrbOfKrGgjxdOLtbamcya/hkyUjuSrWny8OZvLWttQ2Uwc6s26ASF8XPlkyCokFWfUn+y7gJJNy5/i+HT5Wt3U6tYsqjHtSS/RfrrZt097HusPZiKJIgLsDuRUN+s+JUi1SWNNEoYkyjZ3EWKXUwU5ipN9uSEGV8cBCmLcT6+4bR3FNIxNW7KJRqWZytJ8+sOuC+lMzYzijvSru6OoVNFNtz/yYpDfrANjyyCSj7FlngtM6sOsUHQ2/mD7bn0k/f7cOrw50LJsSxZ6UUl74OZnR4d5G8eFyY9U1dr3ZRjuyAq3RrQPrFpYmRPkyd2gQahFiDOpqA4LcOf3SDM68PJMfH5zAR3eM5OV5g/Seoz4u9mSW1nEqu4rDmeWkl2jedClFcmQSoc2Eii5o7ksrZW9aKZ/uz+SOcX2YEReITCrhgSlR7NVm86CRFmjNh3eMsCioF1Q18HNCPotHh+lXuc1heOk7yYJxSFNsSSzE3k6CINimYXobjc0q1h/NYcbAQNYcyDKr9mhIlJ8Lfb2djT4DC0aEmJzaMsX/XR2NVCIQ7Omkr2N/dsB4wdDBTsJb21L5QysyZurzYsjvpwuZuXIf8RnlTNduRL80d6BeAliHTja4tdCeKUXHRqXayDawI6QSQe/G1NNeqVYd2Fvs8SzL2AE8ne1ZMCKUzQkFlNc2EZ9Rxu9JRdhJBH1GAPDTQxPalDviM8r46nA24T7OfH3vWETg4fUnWfb1CaMGklIUOZxZbvTcfv6uBHs4sulkHk98n0j/AFeenzPQ6DGGnXxT88GWZCUAaw5kItL+JIOO0wZ9gAFBnZ+IqW1SsuNcMW4Odogi+g+Njd7B5lP5VNU3c/fEcItHCN0cZWSW17Hl/yaxcrGmMXqhtM6kkUdrAt0dmT+sJQMeH2na+N0w+5cKgn5yrDXVDc08viGBh745SZi3M7/9bRJFNY2Eejlx69g+bR5/vlhOsIejkdT0+WK5WUVHc7ebI8zbmZdviONoVgWf7Ou5rVSrDuwtzVPLAzvA0gnhKJRq3tiaoq+xG142Dg3zwNHEG3B7ssbu7t5JEQwMdmf24EDUapFrBwYYbaCJYsssug5BEJgc7cexrEoq6xX879bh+tdYvTejjaaMKaQWNFyq6hWsP5rDDUODCfXq+FLvlIEOu6nfuSN2nC2mSanG2UGKl7OM4b182/SvhCiKrI3PIjbQjbER3haPECqUatQi7DxXrN/3OJJZwbxhwSwYGYzuotPVQcqKBYM5/vx0/XOLahqNhPgM35/mUIkidQqVkfMYaCa1Zq3cxy+JBTw2PZofH5xASpGcM/k1/P3a/jjYtX2/pxbXEh3gRmOzii2JBYx/fad+YckUlnwmW7NgRAhzBgfxzp+p+lLS5caqa+y6b1VLxh0NiQ5wY3K0L7+fLuSD20ew1UDrIi7Y3exol0ot4mAn4QZtRvHoNf3540yRkZejjgcmt1WwyyzTNFtmDw4iNrAlO9Y1cZ+9LlZ/m6OdhHnDQthgMHff759/aG2/zAfPrw9lU69QscyMgl5rTpnZ3LOUXxILCHB3oKZByTWxtm3T3sThCxWkFMl5Y+FgBEHgqlg/1h3O6fB5Zws1014/JxSwyGAi67ZPj3DoQjnDwjz5z42DzG45X/fefv51/QB2nSsxuoruiIp6Bf5ujjQ2q1jxRwpr47OI9HNh04MTiAl0o7CqkUe+PQVoPsuf7rtAeZ2CiromymsVlMibOFdYw7lCiP3XVoteU9UF3XVBEPjPjYM4nl3BYxsS+PX/JnUpqeoOVh3YHewk2EkEsy5K7bF0Yjj7z5dx79rjKNUiXtqZWCeZtM2C0uq9GcQGuLE5IZ/Zg4PwcJIRn1FGUl41cwYHsTY+iwUjjBso8RnlRjXrM/nVej2WPt7Gmc+EKF+enhljNG3z2V2j2XA8F19XByNJ3YUfxXPL6DCemRXbpn7e2KxibXwW02L8jL44zCGKIictyIjMUVWvYF9aKYNDPTiVU2Wrr/cy1sZn4uUsY542kdmd0v6CTWygG3ZSQa9tdCC9jPu+bFlAOnShnP/cOIhbR/cx6hUlF7RkrXeM68O6wzk882PLhIylrPgjhZKaJg4YKLnKG5Xc9ulho+1tgKe0nzWZVMDbxR4PJ5l+zNjw93lwWhShXk7c/9UJ/VimIZb2DVrj6azZSl2y5igr/kjhpRviunScrmLVgV0QBIv1Ylqjm11XqkWemhnDtBg/5vzvAOV1CkrlTShVav1Sz5BQD+7/6jh1TSoWjw7Tb5Suum040wf489vpwjaZzDdHsvWBvV6h5NHvThHg7oCrgx370sp4ambLY39LKuTlLWeNnj8q3IsXfjmjn2Pv6+OsNzfYeCKPbclFPHtdLItGhuk/JBtP5FFep2D5VNPSvK0prG7Uq1l2ZeP0jzNFKNUiLvZ2yKS2bdPeRG5FPX+eLWb51Ch9NtlRjT2/soHD/7iGca/v1Pe9dpwzNulobFaz/lgOxdWNFNU0UlTTxL60li8MS64IzLGplaHO5GhfvF3s8XFxwMVByvu7NKPDPz44Hm8XB3xc7bGTCGw4lstn+1uas3dPCOefcwbo1VUB4oLc2J9u3DezdBHKHJOjNVupa+OzuDrW/7J6A1t1YAet2UYnSzF1TUru/6olk5gQ5UO0vxv2Ugll8ibUosZRKFC7sDQhypcwL2dSiuSsP5rD/vNlRiqN84YGszmhZUHnzvF9+eZIDsU1jQS4O+rdkNbdO5aT2ZX89880ymqb8Ha2550/01i1O51ofxfOl7TMxe7Szgvr1Cg/XjKSWSv3A5p5/FJ5E8/8eJoNx3J5Zf4gYgLc+HTfBYaFeTI2wtuifwfDMszk6M6/qbYkFhDh60JRTSNjI3xs26a9iK8PZyMIAneMaxmXDfZ0ardZKG9SctPqQ+1+Hl/59azZ+zqDAJgqgtwwNJhX5g1qs7Co80D4ftl4Rvb1pqJOwZr9mXx1KIvK+mbGhHvj5+ZAQm4VT8+KMQrqdU1KTuVWMyzMg4RczdVFgLsDz103wOJRR3M8e10sB9PLeHJjItsem9LhFNvFwqqbpwBuDrJOlWKq6hXc/tkRjmRW8Mr8Qbg52PHFwSzs7ST0D3TV654bNnAulNaSop1v/TmhgH5+royNaOnW/+2aaP3P7o523DMxApVa5Ptjufx+utDIDWmqdnrmj9OF3P/VcVbtTmdafz8ja2FgswoAACAASURBVDqAp388jShqDHt1GjG6JtPvp4tYddsI3l40lOzyeua+f4DxK3aRU1HP8nYkBlpj2JiKtHDiRkdJTSOHLpQzNNSD9JJarrFNw1gdhuv7E1fsYvMpy+za6hVK1h/JYUQfT8pqm9ieXMRn+y8Q5OFAR++sc4U1HTzCNDpTDkuRSgTeXTS0jQbSPZMi2gT16vpmPtydzlUxfgR7OvLSL8lMXLGL93aeZ2Rfb358cDzfLx9PiJcTfbyd2/ij/nQqn9omJY9ObzHXOPTsNd0O6qDdSr1lGJX1Cv7x0+nL5pV6RWfsrSUDSuSNLPwwnoKqRj68YwQz4wLJLK3jq0NZ/GP2AAYFe+jrg0U1jQzVHuf743lIBM2bqVklcjSrghs/PMiXS8fg5WJvZIHnZC8l3NeFydG+/PfPNFwd7IzckAZpG0b/+jkZO4nAv+fFUdekZEyEN28azMReO9Cfn04VYK/dunOwk+LgKuWZWbG8sTWFsa/tJGvFHKYP8OfNbal8q/V/bGxWIYqiRcH9VG5Lxu7r1rlM4bfThYgiOGk/BDYZAeui9UKNbp0fYPrAAHLK6zlXWENyQQ1nC6s5Vyhvo3x6LKuSG1Yd7Pa5PDmjP29v1+i4v3xDHHeO70tyQQ0f7E7Xz6EbblxbglIt8uxPp2lSqnF3tNNPxs3/4CD7n77KaPnn430Z1DQqKaxuZOpbexCA+cNDWDYl0sjfIK1I3mYxSRRFvj6UTVywOwMM+laW7JNYSlywB3+/NoY3tqbw48l8bhp56bdSrT5jd28nsOumTeIzysit0GS2uZUNPHNdDDPjAgFNPU0liqw7nG1UZ9bJ9zar1Hx7JAepROCJGZp62qhwL5Lyqrn2nb2c1o416gyidRM1t4zWzMjWNimN3JD2Gii8fXXvGO4cH86D0/qR3CrTKatV4OtqT01js5EG+4PTWurn//ntLJ7O9swe1JK1PLYhgTvWHNFrwptDoVQbzbD7uDi08+i2bEksYECQO9nldbZtUyvE1EJNQ7OKxzYkMOjFbcz+336e2JjI5wczOXyhwqyctbO9lNHhXtw1vi+vzh/Ex0tG8sPy8ex+chpDQ42nWnQSHzMGBnCrgdZKeZ1C/9gd54oRBIFBIR76UmdXaVKqeXX+IBJfnGF0++Q3d1Pd0IwoaoxfPtyjKcPkVNRz94Rw9j19FW8vGmoU1BVKNZlldW3Ev45lVZJaLGfJuL7UKzrfy7OUB6ZEMibCm5d+SSa34tJ7pVp9xu7mKKO2yXQQ00kGPPTNSZqVauoVKl6eF8dd48P1j+nj48w1sQF8ezSHD25rcVDXGW7sSimhprGZp2b0Z+nEcN7feZ5ofzfmDQ3mrW2pLFwdz79viDMS6yqqbiS1qCVQ9/VxQRRFVu+9wJvbWnSZDZcgdHZjOhJyqogLcedYVmWby83EF2Yw9N/b+XR/JndNCGf13gz83RzY+9RVbDyRy1vbUpm1ch/LpkTx8FX9TGrFnCus0W/RAvi6WR7YcyvqOZlTxYPTovh03wW9e7wN66GjRme0vysDg90ZGOTOgCB3wryd8Xax53ReNXesOcLbi4a2mzmKokiewVLQwCB3Niwbx8d7L/DBnnReu3Ew649qRnW3JxczJsKbxLxqDmWUU93QTL1CyRcHswC4fWwfFowIZeFH8W1eRyJompStp1p0PL/5DMGejgwJ9SCtWK6X4Bj68naGhHro90luGhnK83MGmPVAzSyrQ6kW25hqfHUoC3dHO+YNC9EnS30ugRSAxit1KNet3M/fv0/guwfGX9LRYavP2DVmG+Zr7BOifJk7JJg6hYowb2fuHNdWO+WeieFU1ClIK5brlyeKqjWZ94ZjuQS4O7BsahQOdlKm9PdjV0oxd4zry56nrmJshDfPbjrNyh3nW4639hirtOJdggDpJXL+9l0Cb2xNYc7gIPY/rZEO2KudBjBVV5M3KXGxt0OlFunXyufUw1nGK/M041GT3tjNgfQy7pkUobcx2/XENOYOCWbV7nSufXcvO1tNJkDbxQ9zTjCm+FX7JeTuKNNalNnq69aGuWWiEE8nslbM4c+/T+W9W4azbGoUU/r7EeHrgoeTjLXxmfi42HP9EPP6/ZlldSxZc9RIN/3WMWG4Ocq4c3xf7CQCZwtq8HXVvKfyqxr0DkJKtcjG47mMf30XAItHhXH72L7cs7bFFtJwO9Xd0c5sUNdxz9rjJOVV09isZo7BeRsuCR7KKGdPqvlxTb2UgIGjU0lNI1vPFLFoVBhO9lL9VFqsCUeli0GolzMvz4vjWFYlH+/LuCSvoeOiBHZBED4XBKFEEIQzF+N4hujGHc01HeIzyvjtdCFTon3Jqajn+c1tT2F8lA8xAW6sP5qjr5eXyBsprG5gT2oJi0aG6UcfrxkQQHFNE2fya/B2sWft0jH839XGZtZnC2uQCALbH5+iWbN/Zx+/JhXw9KwYvThYXLC7PrDnmVmH1rm3JOa2XSJaYnDVAXCbwXq0n5sD7ywexvr7x+Ekk3Lvl8e5/6vj5FW2XOIZ1tfdHOw6tSDxS2IBw/t4klYsx9vF3rZtaoWYWt/vaDwvu7yOnSkl3Da2D44yaZvm68bjuazckcbMlfvavCe/OpSNWi3i765xK/vxZB6T+rWMv+q0lABe/e0coEl67p8SyZI1R3C2l/LdAxot9gFBmsA5qZ8vB569plON1dZXvjp0PQZzDeTzxXKtlHa1/ne+5p29KNWifjIoRXsV3hXpDUu5cXgIc4YE8c72tEu6lXqxMva1/8/eeYdHVWBt/Dc1k957JRUCBBJ6700siBUExbrYy9rLqrv2LnZFxYYoighSBekBkpAQkhBI773XSaZ9f9yZm5nMJERld/OtvM/DQ5hMJpdk7rnnnvMWYOF5ei0LOKnkaHQGm85x5nzzL24az/gwd745XsK6I5aGQhKJhBunhHGmqpV2IyumqlnNDyll6A1Y+JnPivFGIunh55rP3s0R4+dsIWj4aMUY7pgZKS41Z0R7k1rcSItaw4lioXt2te+1zTfOPWfE2KYibr9nmvhxXau1WnZShCfb7pnGo4uGcji3jrlvHOD6z45zMKfWguroaCcX6WDnQl5NK9mVLSwe6c++szXMjPG+oDYdhFgSH8iLS0cS6GaPBKFTf3HpyH6ZHF8eLUZmpDialq/lTZ0YEArjwz+c4q09uSwc7seO+6Zh/mvPrWkTF6E3TRXSytrMEpTybOx83rpmNNetPYZEIuGbWyYwLswDhUwiNjqH8+q45J3DFNa1c8vUIYwI/HMFtVOj69O0K7uyFUellKc2Z4r/51a1Voi0NF7ETIwf04Xn3wGJRMLzS0bg5WTHff/GrNTzUtgNBsNBoOGcT/wDMHGnW2yMY06VNYt8c4lEwtpV4/B1seO13TnUt1kWwiXxgbg7KMSU89yaNr4/UcqUSE+LxaCnkx0JIe7sPSMU9r58XrIqWrj24578xN52vDOivdHqDSTm1ZNiTDC6ZJQ/KkXPjzy5qAF/FxUzom2POtYnFYsfz379gM27FqVcyuoZEez5+wxmRHtzMKeOGz5LosRsQVPX1mURoN0ftqRXIpGAn6uKpg7NBTbMIMaS+ECOPDqbwpcWc+TR2f0W9fYuLd8nl3LRSH98XVQ2l68GhJHdmmXx/JJeIdr3OihleDsreee3XPR6AyMCXZkY7kFWRbM4jrF1Q/3KzrN0afV8c8sEwr2d2Gp8zRqzJqWtS8v6Wyby5MWxYgD2n0F5UydXf3SUxWsOMeu1/Yx7fg+x/9jJnuxqWtQ61L0aRL0B8WKQXSmMayK8/1jK2EBhUqXm1bTx0o5/T1bqf2zGLpFIbpNIJCkSiSSltnbg2YCmTfzagwVWBdZ8eSI8V8GnN4yjW6fn/u/T0ZsVW5VCxrLxlm5vpQ2dNtOH5gzzIbO8hapmtci86QsHH5pFoJs93xwvtng8IdRdUKHm1rLLGFIh+Fz0vLGc7OTEBdsuuHVtXWxMKePaccHYGUc2/R1HoJs9H60cy+erxlkJOxJC3M6Z4wrCLuCX9AomDvEko6z5gtr0fwibUsto7dKyakoY0PfytaG9m81p5bzxa474WEe3jqYODWeqWtltDG25eWq42CT1hfKmTlZMCCWropkHvz/JgxutrWw7urS88etZFr196LyIm2QSCUmFDWRVtFBY105taxcd55jhm34WJnGWyVX234mpUV7cNGUI6xKLxJHt+cR/rLAbDIaPDQbDWIPBMNbbe+AqSCejn3Kwh4NIbYSeMUzvTnREoCtPXxLLwZxaPug1flhpI5TCRIuEnu58ntET5ZktWWxKLae/ScT0V/cxKtiVI3n1FJjdjipkUiZHeLI9o5JaY4difrJIQPSusYV1RwRv7Numh4t0r20ZlecUiNgK04ge4DIoq6KFgrp2Lh0dwJ7s6gtq0/8R6PUGPk8sYlSQK/HBbmSWNyPvw9/cz1Xo5rt72UqbbKZXf32Cpe8f4VUj+6u38K433t2XxwPfp/NDarnVXS1Ae7eOlOLGPt/XDy2IYc2yeJFufC6YTLtkUgkjAl1YOTGUW6YK9tbuAwzGdlD8Z8iCDy+MIdrXiYc2ptM4wIDvgeL/Bd0RINzbideuiuP6T5PwclJS19bNiEAXvjpazMaUMlQKKXZyGSqFTBx3vLrrLLnVrSLzJC7YDW9nO7HQCrmK3UglEgpq26lo6uSNX3PwMFKmzF0hzfHe8gTGhrkz4YW9gKAUBfg2qYQnzDzYZ8R4ix1Ob5je4r9mV5OYX2fRUbd1afnyaBELYv3EZe+HKxJY/XUqi94+ROGLF/UpUPrezC1SJgGdgQHnTG5Nr0AulTDM30XIX7XBMLqA/384lFdHQW07/7psOM9uPc2XR01Zu3qrXAB7hUx0Ke0LqSVNVhx3W3hs0VCmRnnR3Klh+SfH+3yewQBeTkpunDKEvdnVpJY04agUKJAJIe5MivBkmJ/z7/I3V8gkZJW30NiuYWaMcG6tnhHOW3vyLEZQpoWz+ZhTpfzP9LtCVmo8l713mMc2ZfDBioTzlpU66Au7qWNvVWuYGeODh6OSKqNIqFWtpb2rDbVWh1qjR63R0aXRW6TAmHu89IZWbxBpWeaoMrMbeH95PO/tzxeDqe0VMtwdFfi6qLhpyhA+O1JIoNFj45NDhdw9J0rkr08fgD/LkxfFcqqs2aKwb0gqoUWttbDmXTjCX7woXf9ZEl/dPMHqtWpa1DyzNUv8d5CHYCy2I7OKK8bU9TuO0esNbE2vYHq0t7jsvZBt+r8BU5rYm3tyaezoZsWEUB5cEMO+MzU8uDEdrd5AoJs9c4b58PWxYhQyqc0kpQA3FXKplLLGDotzpDcev2gor+w8S0NHN2cqW3lmS1af3i8gWFg/snAoV40NRiqRkFrSJFIgH/nxFCMDXcWd10BhGnmWN3WyIUlQlt80NRw3eyWPbsrAgDC+NAVj15rN/ZWy/xwLPDbAhQfnx/DijjP8cKLMwgb5z+C8FHaJRPItMBPwkkgkZcDTBoPh0/Px2uZhG6kljWh0ehJC3EgtaaKjS8fH149lZK/uQac30KXVkV7azLJPjuHvquLu2ZE8u/W0TXaNSiElxs+FYX7OuDooOJxbJxbyZ385beHffvvMCJGJs3pmOOuTihkb5o53vWAwFPfMbg4/Mosgd4dzZh5KJXB5QqAFFbFbq+fTw4VMGOJhRTNMfHQ2UU/s4FBuHSdLmxgd7Gbx+We2ZlnM8H2dVRTXd/C36RFWF4/eSC1ppKJZzUMLY9iYUka0r9N/NbPxfw2moOSKpk4CzArKvxv7z9aI/G5/VxWfrxrHKOP7Zkl8IG/8msOYUHfeNCYhjQl1594NJ61ex14h4+EFQ9mWUUlJQwfVLV195pyOCHQl2teZjw4IHfa4MHdmxvjw5q85Nscxaq2eh384xZb0CqtQnZKGDvQGA3OG+YpUR5MF90BhGs/Ut3WTXNyIAaw8cYrre+5STF3zf+p3dsu0cH47U8OTP2Xw2u6z1LR0/envd14Ku8FgWHY+XscWTN1vRlkzL+04w3vXJTA5wotPDubzwo4zXPbeYR5aMJTbpoeLtDyZVIKDUs6kCE9evTKOh344RVVLF3GBriQXWwp3inolnyfm17ExpYwYP2fOVrVahXJEeDvx7vJ4sVBePymMtYcK2H3/dOa+ISSxXPzOYdZcG28xcwdB0dbU0S2+eUM9Ha345VvSK6hsVvPC0pFWPwuFTMq6G8ex6vNklrx3hIIXLhI9LXZnVbE9o0q8ewDwcRHUplMiPRkb1r8j5Nb0CuzkUiaGe/LQxlMX1KbnEf35upzPQmFeiPxdVYwOdmO7kaJ4x8wIHpgXLeo1TNDo9MjNlkiXjQ60KuyBbvY8OD+aurYufjWOFmUSSZ/h1b3HLslFjSQX9Z8LYAAO5dpOGXv+8pEYDAaxsP+eom6OKS/txTR5MlE8Tb+H3hec/9TvDIR6tWC4L8cLG8R682e/36BQntqiFCbm1/HhgXwc7YTCV1jXbmGle+v0CD5eMYYoHyde3nmG69Yeo7LZetN/1dhgrhoTxJq9uVZ+Lb1hWsg+snAozWZvHgeFVPSY0Or1TI7wEj3Rb5sejp1cxpq9eTy5eBgATR0arv8siWd6ebDfOSvCoiOJ6qU41esNfHQgn6F+zszsw7t5ZoyPKOi43CjRblVr+MfPWQz1c2ZcWE+Xb0p+8nLq305Aq9OzLaOSOcN8SClqvKA2Pc/oy9flX7+cJq2kkeL6dlrVmj/l/Nebl17RrBaL+qRwTx5eONSqqIOwFFXIex7PMSo0zfHrA9M5UdLIc9uyWTTCj39cHPuHkoXg9ymgTbjhsyRWfZ587ieeAzZihunU6Hjkx1M8uDFdfOyhjek8/lOGzd/Z7wm3PhfUGh3ZlS1sTa/gTTNl+/n4foNixm6iFJoKt7nwSC6T4qCUMczf2WqUMG+4H3Njfdl4ooxntmSx8K1DvLh0JBf18l5ZPNKfTanlaGzMDfNq2kRJ/6myZm6YFMqzW7NwspMzOcKTxPx6OjR6YvxcyKlus1o2eTnZccPkMD46mM+KiaEo5VK8HJVU2KCCjevVNfd2mtt3tobcmjbevGZUv0uUX++fQcTj20kvbeJofj3bMyqpblXzwYoEi+QYk/fzuXxijhU0UNfWzaWjAtiZWXVBbXqe0Re1sL69m8vf7/FPUcgkuDso8XC0/cfdQYmnoxJ3R+FvNwelqF62dfEwwTySsTc0Or3FTHntIesFZew/dgGwekYEDy+IQas38Ny209iYqtjEvgdnikHtLWoNcc/stvk8P+OoaNHbhywef/yiobyw/d/D9was7jw2nijr87kDDfw2R4taQ15NG3k1beQb/86rbaO0oeOcP8M/8v1gkBR2k5nX6q9PMDPahwM5taxZNlos5IJfjG3nNYlEwtVjgxkf5sG9G9K445tUrhoTxNOXDhcXr2eqhVzHB82i6Ux46Id0HloQw8QhnnR061izN5cIb0cWjfDnlmlDGP3PXwFINY5wegfqgtC1f3W0iC+OFhHq4UBuTRvBHvaUNlj+Unp3Q1G9nOY+PJBPoJs9F8cF9PvzkkklfHfbRK75+BjLPhFEUjdOCSPc20mUdkf7OtPcqUGlkOJowyTMHFvSy3GykzMtyptHfsxgzrAL2abnE30FWMilEnQGgyju0egM1LR2Ud/eTYiHA5XNaurbuvoNc3dWyfFwVPYbkKHVGyiqa8fdUYmLSm7RNGjNRjE1rWo2p/VNNvj7/GikUglyOGdBunXaENQaPV8fLxbff5XNndzYR+dtr5Dx6MKhDPN3YcNtEy3Ef6aiLpNI+rxT8HWx6zPL+PdiWpQXaSVNNpPb+vLoMRgM1LZ1WRXvvJo2i+NSyCSEezkxIsCVy0YHEunjRKS3E7d8kWyzGRxowHhvDIrCDkJxl0skbEkX3lirPk8mwFUwxq9p7WJDcinTo70J8XAg1NPBil8d5uXID7dP5u09uby3P4+kogbeumY08SHu4tjEVmFPK2nijq9TifBx4kRxIzOivYT5eaSnhVOc6cSx1fV7OApULZMxGMAVCUH8fLLCgjq2+utUi68zNyQ6UdxAclEjT18Sa5Hu0hcmhHsyPMBFXPI+OD9GZLOAEIVX19qFp6Ndv91/l1bHzswq5g/3JbO8meZOzQU2zHnGQwtiLOa1IBSyF5eOZFaMD6kljSQXNZBS1MjJsibRYjbC25GLRvozOtiNKF8nnOwUNLR3C386umk0fdzeTVWzus+Zt7mrolwqETt+dwcl7d061h4uxMFOzrojhVZsGDu5lJkx3uzKquaeb9NYsyye541eMP1hSqQX/q72fHWsmD3ZNYwOduPGdUl0dOlYPSOCDw/ki0tQV3sFz146XJwljw52QyGTWN0d2yrqpud1afUo5VLeXRbPbV+dAGDuMB/2ZNec81jNMSnck69unmA1Ywfhd/bgvGhKGzrEDtxUwHOrWy0uwI5KGZE+TkyJ9BKLd6SPEyEeDjZHYg8vHGrz+/3RaL5BU9gT8+toVmvxcbajvVvL/Fg/DAYDxWbS+Du+6SmMHo5KQjwcCPN0IMTTkVBjwb9+cijTorx44Pt0rvzwKPfPjeL2mZFWi0xzNHUKfi4Th3iQUd4iLmjBegPf1+3uZaMDxMKulEvZmFLWbxcFWFgZfLC/AHcHBdeMs6Y79Q4UMf283MwEF0lFDZwq7VHhDg9wZU929TnHMAdz6mhRa7lkVAC/nalBIZMwLeqC2vR8wlSw+mJYzBrqw6yhwk6jS6sjo6yZ5KJGUooa2JFZxYZkQZvg42zHuDAPxoa5My7MwxguLRQJW4UI4N45kYwOdqehvZvGjm7q24ULQr3xgmDCmr3WM17hePQcMWaB7sisIuqJHQP6P689VMhXN48n1NOBJzdn4KCU46ySs/H2STS0dfPhgXzev24Mqz5P4uqxQRYLQpVCRnywuxgOD/DKlXEWYfAgdOnXjAtmzd48mjo0xIe4WWhPzlXU/VxUTIn0JLuyldPG/dvRgnqe/jmT2cN8uWt2JJ8eKqDBKCR0d1Dw2OYMC+aZp6OSCB8nLh4VQKS3E1G+QgH3c1H9Lk76ud4jvxeDorCbZuqx/s7IpFIeXhhjMXNf+elxqlvUvHnNaIrrOyiu76CkoZ3i+g6SixrZYuZrAYK3hZu9Ap3ewGu7c3htdw7OxrHMoYdnMe2VfTaP41hhA3fPjrQooGFejjSWNDEq2I300iZe253DbdMtw6Rb1BruMWMSXJEQKHpVA0R4O9Kq1lp4ZAC0qbU42cnJrW5lT3Y1986Jsortgp4dxMtL45g9zIfjhfXc/nUqbV0awjwdKKrv4MbPky3c9oYHuLAhuZRAt/7DDramV+DuoGBqpBfP/XL6gtr034Ql8YEDOknt5DLGhnkYWUwR6PUG8mrbSCpsIKVIuKvbliGwQxyVMhJC3cVi/+ylsby9N48K4wIV4L650X0WGK1OT+QTO/j7vGhc7BU8vSXLglUF8Pd50TR0CBeBn/vRhPTG4bw65r95ULTCbevSsnikP8fy6zlbLTRZWRXNKOVScqqtm67xQzwsCvvVY4M5VlBvEWhd3dLFmr09d8lpJU2Umzmp9v6/AKy/dQKv7DzLydImxoa58/f5MezNruapn3v0H18cLeaLo5YWIY52MiJ9nYnyEQq3qQs/nxmmA32PDASDorCbzLw2JJWSXtYkztxNlEJnlZyqZqELHR5grXjr1uopa+wwFv12ihs6KKnvwMFOLs6cTVmns17b3++xfHa4kEkRnmJxN939ORhpid1aPclFDeIiVK3RcesXKeTVtPLu8nge25RBUZ1lQspQfxfU3Tr2nqlhRKCLGM/3U1o5t8+M4OODBagUUm6YHGbzmCZHePHy0jhu/SqFucN8SC1uwtfFDkkr/HD7ZK768CiFde0czhOYRRKJcLEpqW8nLrBvhWBHt5ZfT1dzeUIg5Y2dF9SmgxBSqYRoX2eifZ3F301FUycpxY0kFzaQXNTAm3tyMBiEMcvwQFeLYrYlvYLLRtsuFqZRh1Qq4RPj0tT8ax9aEMOdswTL6k8OFlgVdpVCatG99h6f5NZYFuzvT5RamIWZ7H0P5NQy/B878XBS4uEgLIfN3UkBwh7d1s9PSdCEHH98Lh6OSqKf2I69UmZz8bj8k+MsTQjkZGkTv5yqFLMHzDE92puKpk7ya9vE4+3o1uGolDEy0JVZQ32snFoHGwZFYTfNwHdlVomeCZMjvAa0PAVh9BHu7WSRTWqCXm/g2a1Z4hXYlkDCHO3dOlasPc7UKC/GhXpw0mjpebSgXnzO7V+fYN+DM3FQyrl3QxrHCxu4dJQ/F8cFUFDbbuEJA0KQdI1xgTIrxkcs7C/vPENFUyc/pZVz3YQQPPq5+mv0wgm0J7uGmdHe7M+p5bWrRuHlZMfzS0awfG0Pd9jPWcWD35+iU6PrN+t0b3YNnRodl8QFiDbFF+brgx8BbvZc6mbPpaOEJXtzp4bUEmF0s7fX+OHeDSf59XQ1M6K9GT/EgxAPB7GDN72ntqZXiFa6o4JcSTca65nYYm/+msPbxlHN+CEeRHg78m1SKXGBrpQ2dlLZrMZOLuXlK+LYkFzCsYKeTvuqMUHsyqpi1lAf3rh6NM2dGn49XcUjP2Zw3YQQNqeV096tI8DNntyaNivCwUChN8C45/fgZCdDZ8DCUrg3NqWWE+PrjM5gsPCRB5gW6Ul+TZs4DpkR7cWurGrq27vZlVXFjswqFDIJkyK8WDDcl3mxvvg4/7kIwH8HBkVhN8HdUUmLWits6s0WDM4qRb8pSv1BKpVQUNeOr4sd06K8+aEfKpOpm9Yb4ERRIwdzbAsm6tq6GfnMbuRSCVq9AZVCyjVjBefIG6eEWRX2ME9HcbFlWg6b8NWxYvE4+4PpuGP9XdifU8uIABeuSBA6DxyfXgAAIABJREFUscmRXlwc5y92H3XtXby7PIG/fXWiXw77lvQKfF3sGD/EgzV7cy+oTf+fwtVewawYH2bF+ODuoOS5bdk8e+lwjuTVsft0tUVn6u1sx7gwd8aGehBhLNxnqgS21itXxpGYVycW9qc2Z/LO3lwyjQv6xxYN5dZp4UilEnycVby9N5drxwUzxMuRF3ecIdjDnqcujmXxmsPisb1yZRwg+C5p9XqaOrrF0cv6pBKxIzZ19/6uKmL9Xdh75vctPU3or6Cb42x1K5fHBzIx3IOvj5WIjx/K62ngyps6WW82UtUbhGXylAhPCuraeeKnTJ7cnElCiDsLhvuyYLgfoZ4DDw35d2JwFXYjC6WpU2NRkJzshPgsnd7wu2l4ZY0dHM6rY3KEJ/vP9v9mifF1YcWEUB7dlMGDC2II83TkxnXJXDchhG+Ol1g939T9qzV6bvwiGWc7uc28xBPFjeKiyjRzBLh56hA+PSz4eGzPqOTqscE201sS8+vEYz9d2YJCJqG0sZOjBfXiXY35InVkoKvIG+6rsDd3ajhwtpYVE0Np69KSXNTArQN00PsrQSKRLATeBmTAWoPB8NJ/+ZD6hE5v4IujRUI49eQwbpgcxt+/T+fnk+W8uzyB+vYuUooEBo7JuM4cRXXtFo1HTWuXuBf65e6pjDAb6903Nwqd3sC7+/JYmhCIh6OSh384hbTXPP+hH05xKLeWVrWWmCd3WnxOMP+yo66ti3vnRLFqchjujkpSSxr/UGFfHOffZ8ISCHoW034ChFHo7yX1dmn1nK1u4/Ajszhb3cquzGp2ZVXxwvYzvLD9DEP9nFkw3I8Fw/0Y5u983ky9fi8GhfLUBNMioqnD0sLS5Bdji1d6LmxMKcNggCN59bioFOx5YAYZz8xnqY0lxY+pZcwZ5svsoT68tOMMB3MFj427Zkdy2WjhtnfV5DByn18kfk2YpwPPLRnBqslhDPF2tIikM2F9UolNp0hTUb/R6JF9+ftH+CnN+o7iwNlai+Xwg/Nj+GBFgoUX/WEzOXZuTRsHcoQTw9PJ9ihmV1YV3To9l44O4GBO7QW1qQ1IJBIZ8B6wCIgFlkkkktj+v+q/h9/O1FDa0MmqyUPExx5ZFINKIePbpBKWjw/hzWtGc/iR2TZFS+/vz7fJT3ezV1gUdRD0I3+fH83qGRFsSi2nob2b/Np2q7n6DyfKaGzvudt+5co4XjTaZay9fiybbp8MQHWLml9PV/PC9myWvm8dem0LX9w0nlPPzOe26eEi1bGvvi/AVcV71yWQ8cx8C9bXH9HPVjR1IpFIGOrnwr1zo9h+7zQOPTyLJxcPw0WlYM1vuVy05hAzXt3P89tOk1LUYJEN8Z/A4Crsxq6zod1y7GLyi/m9hV2t0YmzwZkx3vx05xQifZxwVil4w2h61Bvrj5fw0tKR2CtlfH6kCJlUgp+LSpw9pxQLCyvT8qSoXuC0KmQSfF3+2Kxty8kKlHJhEXX/d+mMeHoXifl11LSqMRgMBPW6C7h56hALW4N9Z6opqu8QFYSvXhnHW3sEtoB3Hx371vQKQjwcGBXkyt7sajwclYwOvqA27YXxQJ7BYCgwGAzdwAbgsv/yMfWJdYmF+LuqWDC8Z0/i46zivrlRHMipZU92DQaDgbf25Fgk9/g423Hqmfl9vm5Tp4ZHfjjFhqQSfj1dzc8ny3lxRzbXf5bEDydKrZ6v6OX1/u1tE5gf64tMKiHQzZ6TxsXoLV+mcPn7RwDYkFzKwz+e+l3WvAkhbrioFAS4qoykhsY+hVNtXRq+TSrBXiHjs1Xj+sxBGAhsiYaCPRy4ZVo436+eRNLjc3lx6UjCvR1Zl1jElR8eZfwLe3lsUwb7z9bQ3Yfe4HxiUI5iGnt17KZEE2HOPjAlVm1rF+Oe3wMIXfWnN4yzGOP05cvx5p4cbp8ZwfWTQlmzNw+d3sDB3Doxai6zvIWVa49b3HKuSyxCKjm3Gs9k4NUbo4JdUWv0aLQGqlrUtHVpRSMlB6XMKgHmaEE9oR6Ogo2qTMqvp4Xu3F4pw0OhZOEIf47k1fPVsWKbo5i6ti4S8+tZPSMcnd7AvrO1F9SmthEImFeuMsDaL3kQIKe6lSN59Ty8MMZKAHPD5DC+Sy7lyc0ZbEp1F2ycE4KoaBLGebdNDxebp77wXUop36VYF3FbuG9utIXHyRUfHBU/vm6tpUHYzBgffkwtw04uZce907jjm1TaurT89veZzHptf79aENM56G8stFd/dNTqOXKphNUzwjmSX89jmzL45FABD82P+cNZowMRDXk727FsfAjLxofQqtaw72wtuzKr+PlkOd8mleBsJ2fWUB8WjvBjRrQ3jnby8+4kObgKu3EU0ztNxFks7APr2E+VNfE3o/oMYPf9M6yKVmovOtU9syNZ85vQ5UY/ucPilu6Gz5Isnjs6xJ34YDdCPR1E/usVY4Jo6tCI7ne20NsbxoSUokY+XDmGyRFedGl1rD1UKJ4YgUa2gDlWfiocj1wqIcjdniLj3L65U0Nzp4azVa0oZFLkUolNWtaOjEp0egOXjArgRHHjBbVp37B1pbO6fEskktuA2wBCQkKsvuA/gXWJRdjJpVw7zvr7bztVSV1bF40dGnZkVnHRCD/+cUkso54VPFsUMil7s6uRS6GvZjLU04EwT0fau7S0d+uoblFbCJzM0Z9xVXyIG/fNjeaGz5J4/7oELhrpT11bF/XtXWRVtHCmqpU3rxmFUi7loQUx3PedpdOkua2AqbD79CPCe++6BBYM9+PvBgO7T1fz6q6z3P5Nqk1lqwl9ecfLJJJzBob3hrNKwaWjArh0VABqjY4jeXXsyqpiT3YNW9KFO/UoH0cLH6rz4SQ5qAq7h9ixW45iTJ4vbQMo7JvTynnkxx6F2q3ThohGSebofQvp72YvphSBcLtVZiZ2WD09nA+Nt4lvXTOaYA8HEvPrWDEhhK+Pl7AxRZiNm1KLJoZ7WNC+AO6z4XOtNFrlmjj7dnIZd86KZMFwP1Z/fcKiqPs42xHq6cAD82JEgVZxQ4dY2E1Y8NZB8eNrPz5GiKcDoR4Owt+ejnx1rJhoXyeG+rnwwvbsC2rTvlEGmEuBgwArlY7BYPgY+Bhg7Nix/9lhKsJOalNqGUtGB1pRZk3ng7ndwO7T1WzP7DHienpLFn3BVOSK6zuoalYzNdKLyua+i3pfcFHJ8XNV0dGlI8BVGFma8k/DPB04XljP67vPMtTPmUtHCcVs/nDLZiPATUWUtxMHjPskqfG0Nu2qbMGUWSCRSFgw3I+5w3z5MbWMF7adpqnTup5MCvfgioQgK/sRkwXEn+miVQoZc4b5MmeYL1qdnpTiRnZmVvHF0SKrMHCTs+P/RGG3V8qwk0utRjEmJWRLP5RHnd7AyzvP8PHBAsYP8SA+xI2PDhTYlOh3duvYml6Jp6OSeuMb9MXt2Xy4cox4JTcV9avHBvF9ShllZreEe7KrifFzFtWxiQX1FNQKnjCTI7xIKW7kxilDrAq7uZLOhInhniQVNfDO8niLxyN9nPj5zikMf3qX+JhMKsHLyY5JEZ5MivAEhJFSUmEDznZyCurauX1mBEP9nC08tQ/m1FqpXgEueecwGeXCAnZ7RiUhHo6EeTng66w6J/3yL4JkIEoikQwByoFrgeX/3UOyxnfJpag1ejGo2hzPbbMOl+mt5ZgX68uVY4J4f18e6WXN4vjP1KSY0KXVW7BVhvm78OqVcYR7O+KglNOi1rDvTI3NoI4WtZYWtdCkmHzX9cZqFurpiFqjp6i+g09vGCveXT+7pcf2+t45Udw/L5r39+f1FHaJhK+PFYtUTlvj0N7dvEwqYWl8IJ3dOpsXtKMFDXQaRVcmOrOfix2PLhp2XlShXVodmeUtpJU0klbSRGpJo1VRN+GPOjvCICvsIHjA9B7FuJyDFdPcoeGub1M5lFvH9ZNCeXJxLIvePsjYUHcifazHH7uyqmjr0vLAvFj+aUxGb1FrufObVD5aOYab1qWIzx0T6oFcJmW9Gd3xsyOFtHfpRMuDFy4fKbrRHcqrY2K4h1Uae1+YEe3NwZxaHvnhFG9da1ncS8x8cuRSCZXNamTSZovnVDSrqW3tEn2ul48PIdjDgc8OF+LqoOTLm8YDwsWspKGDpzZnklTUwPRob4rMDMoe+TFD/Fgplwpma6Yu30Po9EM9HQhyd7B5B/S/CIPBoJVIJHcBuxDojp8ZDIa+29v/ArQ6PV8eLWZiuAfD/F0sZrWuDgqaBhBK8evpaosRosEgaDpMxlWmPzszq3htt6DR8HNR8cPqSTja9ZQQF5WCy0YHklfTxju/5Vl9HxNM59y9G05S19ZNjTFmTyaVMNvomVNc3y7O9L2clKJQ0HxndLyggWe2ZDEj2pvCunaL8wWE5CZzuqHBYGBvdg0v7zxDbk0byj4iAE3fa9+DM5n52n4uG/3HpP4Gg4GKZjVpJY2kFgtF/HRFi/g9A93sGRPqzqHcWppt3D38UWdHGISF3c1B2c/y1Po/n1Pdyq1fplDR1MlLS0dy7fgQUooayK9t55UrI6yeD7DxRCnBHvZcOjpAfJMB3Do9nNlDfVk03I8dRnpidmULc4f5sCGpROwGShs6ucfMU8YkMjIh3NvpnIHAJmh1eiQSS347CHcgd3+bBsCy8cEsTQjiqg+PUtbYyc8ny0WZ+Cs7BXaDUi7FRSUnyN2exPw6CuvamTusR4lrr5QR4+dMp0ZHXJArX940nrWHCnhuWzb7HpyJTCKh2DjeKWkwWjPUd5CYX29hLCWVgL+rPaGegulaiIej+HGop6M4NvtfgcFg2A5s/28fR1/Yk11DeVMnT10ca2UENpCibgvPXBrL5AgvC7FaemmTSBKI8nEmp6aV+W8e5J+XDWdOr/3MLVPDbRZ2H2c7qzvHf5mdfzq9gbf35hLp48Rd64X3/s1Th6DW6Pj5ZAVanR4vM/runetTCfNy5J3l8az+6oRVYTffaaWVNPLi9jMkFTUwxMuRZy8dzvv786hu6WLOUB8mR3pZHAvAoz+eQiGT8NHBArakV/DIwqH9Fni1RkdmeTOpZt24ybLXTi4lLsiVG6eEER/iTkKIGz5GFl1fTpJ/1NkRBmFht5VnaK+QIZNKrNSnu7OquP+7kzjYydlw2yTGhAp0vQ3JpTjZyVncK3ADBMFSYn49982JxtNRabFEyTMq4h5fPEws7OsSi/gprZynLo7lWWMi0hAvB74+XsLECE+8nezYnlHJ36aH85FxBv9dcilLRgeK4dP9Yc1vuVwaF8DWUxXUtKjFX/YXiUWi3PmSuADGhXkwxMuRwrp27t1wkrSSJh6/aBjdxtvGlk4NsQEuHC2o5671aXR266ycHQvr2skob+aJi4Skp73ZNUT7OoliphBPB6ZFWR6fyWe6xGi+JvjwtFNU38GurGqrWauno9Jspi+4boZ5CRcALyflf02w8b+KdYlCmPrcYT7MeHV/n+6jtjAp3JOjBfW8dc1o2rq0PLk5E+i5ewt0s2dShCftXVp2ZFYR7GHPr3+bQYS3YHH9+KYMbv4ihYtG+vH0JcNFuq+rg0J8bXPcPy9aXAqCwGkfFeRmsRN6q1eSUHuXlla1lrYuLdmVrRYdu0QicOFdVAr8Xa272xg/Zwrr2nl11xm2Z1Th5aTkX0tGsGR0ACvWHheL7pgwd5GgYY4j+T3HX9mstlhoGgzCuNZUxNNKGjld2SLWkmAPeyaGexIf7EZCqDvD/F36tOM+386OMBgLu6OS7ArLCDuJRIKTnVxcnur1Bt75LY839+QwKsiVj1aOxc+4kGlRa9h2qpIl8YEWt4kmbEotx2CApQmBSCSCNNpEqdqUVs4LS0dayeqbOzViUQfo0uh5d3k8d61PY6ifM/YKGX+bEUFKcSMnihvR6Q38mFrGMH9nsbCb5nW94WwnZ0yYOz+nV/D67hz+viCalk4tr+0WmAUqhZQxxri7QDd7XFRyxoZ58OnhQjLKm6lo6sReIaWovgM3ByV3rU/j1SvjuPmLFIvuBgTuOsDFo/xp7tQMSG1q+hn5OKts5qa2qjVmXb6l6+bP6RUW80MHpUz00w/1dDTaLgsdv7+ryqZPtTn6si8+VdYscvr/SsiubOFYQQOPLRJi7/qbyQa62VPR1ImdXIpMKiEuyE0svNG+zng6KXlycybPXjqcSRGeHM2v52h+vYUFR1O7hrWHCpgYLux4tt49lU8OFbBmby6Hcup4eNFQrhsfglQq4fnLRzD79QMWx/DYpgxcVHLRt9xgMLD5ZDkSiTD+uWx0AC2dAj3QhJ/SysUdwSXvHmaycbcE8P7yBMKMTUlFk2W3DvDNsRL+ufU0CpmUe+dEcev0cByVMu7ZcJJT5c3cNzeKt/bkUtOi5qMD+RZfa6+Q2YzG+8fPmWzPqCSttEk8t+0VMuKCXLl5ajgJIW7Eh7jjfQ677N44n86OMBgLu4PCYhRjOpmdVXLxyr3q8yRSihq5IiGI5y8fYREIvTW9gk6NjmttLE0NBgM/nChjcoSnWLz9XFXUtnWJooH9Z2uYF+vX7zFWNKsZ6ufC4xcN5aGNp7htRjgexnQac3R06/BwVNDQrunTfKyqpYt/GCmTtrjCao2eKz5IxNlOIZ6IpovYiV7B3CdLm1gxIUQch3g69ry5DAYDW9IrGB/mgb+rPVvSK/6U2tS8yI4IdGVEoCuJ+XVIJPDiUsEfpEuro6yx09jt97hu5tW0se9srYVQw0TdNPfWN831QzwcUBlPnr4iFP+KWHekCHuFTKQ49pXUFOhmz5FHZ5Nf28ac1w9w75wolsQHik6nSrmEfGNeQbi3I9G+zkR6O1HWKBTLIHd7rh0XLDoimiypI7wdmRThybxYH3ZmVvPU5kz+uTWLB+ZFc/vMSJvHfOnoANGbpbJZzedHCrlsVAA1rV2ie6SJ1LDzvmmEezmRWdEsqlETzbroezakMTbUA5VCakVUAMEPZvmEEO6bEyXeCa/Zm8vW9AoeXhjDEKOvy7dJpRYLZqmk79yFFrWWnOpWpkZ6iUXc3Bd/sGDQFXYPByVNnRrRF8Z0MjvZycmqaGHhWwcoa1SzcmIo/7xsuNWt/XfJpQz1cyYuyNquNqmwgZKGDu6b2zNv8HNRUd7YSZVxgbM1vdLCijTKxwmVQkpGueVdRMK/fhU/vnVaOHq9gbTSJiK8Hck3MmR6z81tQS6VYK+UEeXjTGpJI0q51EqZppLLLG5rd2X1zZX/+ngJXxsXvX/fmM6/tp3GWSWnokktLnQf+O4km9LKjT+TRs5WteGskhv/KHBRyXEyfuyolNkcnwykyNrJZUR4OxHRh+tmVYvaossvNs7200oarfYpvi52hHo4MiLQhZvXCbf/+87WWgSc/5XQ0N7N5pPlXDEmCFejYruvpCbTrPbTw4Uo5VJWTgrFy8kOf1cVlc1qTpU1iyK4cG8n1BodD3x/ku0ZVayaHMZTF8eKTBWd3kBWRbPQ0RfU831yKd1m1BmNzsDLO8+yKbXMJh/c3HDrrT25yKUSHpgXw6zX9wNw7bhgjhbUE+Et0HEBEkLcRXaaOaZHe5Nc1NCnI6SPsx0vXD5S/PeOjEre+DWHpfGB3D4jgg8PCKPT3qyh/ngPfq4q9j80q+8nDBIMusLu5qDEYBBmxu6OStGb3aTEBFg03I+Vk0Lp1OgsgilOV7RwqqyZpy+JtSpGHx7I52h+HU52chaOEDryxPw6qlvUtKo1YkHek10tZkBeMzaY71JKWbMsnqd/zrSa/ZvwzJYsZsb40NShQaPVi+EXA4FWb+CjlWNIKmwgtaSRbq2eYf4uRPs68fPJCuwVMlJLLDvzpy6OZXKEJ7uzqnlzT454AqkUUq6bEMoXR4vQ6gzMivEmyN2BVrWG0gahG/JxtrPoel7e2X9IsFQi6AicVQqcVXJcjH87q+SMCXHnpnXJXDc+hJ9OVvyuIiuVSghwsyfAOMc1h8FgoKlDIxb6ErOifzS/Ho3OwI+p5RYL7L8aNiSX0KXVs8rMw7+/WW19Wxc/nihjaXygOKe+bXo4z249zXPbsrl0VAAqhRSVXMryT46RVtrEUxfHcvPUIRbf1zTGiQty428zIpj80l4qmqyzOnNrBkYeuGZcMEX17WLTMSnCkw3JpTwwL9rieSYxkpeTHY52Mmpaunjj6tEYDAaGPGZ7t22+38osb+b+708SH+LGC0tHIpFIKK4f2DGaY8no/vOIBwsGXWE3CSwaOrpFJWrvk3dHVpW43PR0VBLk4UCQu73o7ObhqKSgto1Ad3vs5MKYJtrXiZd2nGFmtDcOSrnYYS4c7ktKcSNhnkJh79Lqya8TbkvvnxfNnuxqtpws5+Prx3LVh4Jk+fu/TbKQL5vboq6cFIaLvZxXdvatvusNg16Y45uQXdlCtjGqa6i/M9OivJka6cVXx4pJK2kUT7b39+fjrJLz0YoxnK5s4cUdZ9h3tobZMT7sPl3Ny1fE4eOiwmAwcKKkkSFeTnx503iOF9RzzcfHeG95AjNivGlVa2hVa2lVa2hRa8WP28w+blVrjZ/TUNmsJqdGQ2O7BrVGz6dHis5rkZVIhFxOd0elKDDp6Nbyr19Ok1zUiEwqYfn4EHGB/Vcr7lqdnq+OFjMl0tNKzdzXrPbrY8KF4JZpPYXatMxraO9mXWIRDkoZV3yQSGWzmveXJ7DIBvmgNyptFPVzwZyw0NjRbRF5+fKOM3g5KcXmC6C0oUOMBxwf5s6e7Bq6dXrGPbcHJ1Xfni8mumBNi5pbvkjBw0HJxyvHiqPbovr2Pq1AAtxUKKSCi6rBINgJt6o1YsbwYMegK+wm+1lzh8fE/DqUMikqhRSpVML986Jxd1BS2tBBWWOHsJ02mzebCyR8XewIdncgxfj5owX1PPDdSX47W8P71yVQ09LF+qRSsYtRKaRklrfg4ajEz1XF8gkhvLsvj6cu7jH1+/xI30q3D3stYXrj3jlRojGZCdd9aumfYZoxzh3my9obxoqPb0otswjTTitpZHqUN5MjvZgc6cXIQFfuXJ/GbiMn2XSRPFnaZKRoCiOovcZs0+nRXjjZyXGyk+Pfd9BSn7j/uzR+Sqvg5ilh/9Yim1nezD0b0iiobUelkPLxyrFMj/Zm0Ug/i3HQXwW7sqqpbFbzz8tGDOj5ao2Or44VMSvG20LXoTW+l2J8nTlb3UpHt44WtZb1t04UGWbnQl9zfXPpf2+4OyhF2uP2jCqUcimfrxrHjeuSqWhWc8fMCLEha+vScuuXKeKObVdWlSiaqm3rorYNhnjaU1hveQwKmYSHFgieMLd+dYLmTg0/3D7JYqlZVNdhs6jbK2Q8vGAow/xduPidQ1wSF8Ab14zmg/35vLzzDFkVzTaT3AYTBtfEH7OO3ejwaOqsp0d7IZdJef+6BN7ek4uXk5I7Z0Xy4tI4vrp5gmhD+vpVo/j+b5NYPNKfKxOCmBblbeET06XVsymtnKYODXetTxO9KLYbfZpNKleT4GfFxFBkEgnrEovE19iRKdwt/BEmRl2bNf3RtHexk0vxdOyhBF400nKJq5D1zN9rWtWUNXYSH+Imfn5CuCfb7pkq/vuF7WfQ6PRsTa9EKZOywNgF7cmuZmL4n8s2Tcyr4+eTFYwIcOGpS4aLLKHEfNvhJH8Eer2BtYcKWPp+Iu1dWq4dF8xnq8YxPdobwCJC8a+EdYmFhHg4iGKec2FzWjl1bd3cOs2SAWXqmieG97CdNt0+ecBFHYS5fm+nRDu5lGUTgvu00O3NZe/W6plgdgzLJwjLYL3ewH0bTpJT3cp7yxOwk0uxZe9S0Wx9Tt0+M4LLRgfw8A+nSC9t4s1rRlsU485unbhXWzzSj0A3eyQIi2aTdUCMn7NgS5xWzsGcWpZPCMFRKeOT3+FA+d/CoOvYezs8mvJQD+XWcTCnzioP1YQNSaWEeDhweXwgUqkErV4vdnNBbg5Mf3UfSrkUhVTC3Fhffj1dzehgV9JLm6lv7xYzUU1zudyaNp74KYNoX2c8HJV8fqTI6ljHmBXVgeL7ZGuHPFMT/sVN4zmcW8e7+wRxh3k4NQgiJNPJaLI+je91DL4uKuYO82FPdg2fHSnkZGkjqSVNzI/1xUWloLCunYLadq7/k9mmO7Oq0BvgeuOMt6/fyx9FTauaBzee4mBOLfNifXn5ijib0YHmEYp/BWSWN5Nc1MiTi4cNyI1Trzew9nAhsf4uVrsMkwLSPLi5vdtaBNif86Dp75d3nqGyWSiUIwJceGBejMWi1FEpo727b4797WamfUHuAmPttd1n2ZNdzUMLYkgrabJacppgetx8rHLz1HDe/S2PLekVPLQgxmK0A1BQ1+PB9PrVoy2Ydea4c1Yk2zIqeWJzBrvum86140NYl1jEwwuH/ill6L8bg65j7+3wuHpGBJMjhJFBt06PWqOz8CIHQX58tKCea8YFix4npkJz87oUpr+6DwCtVs+oYMHDeV6sL0fzG7jIOEeM8LaOtNqSXsHTW7Js+qwA3Gr2ZgQhL/Sbm/t3ddX0sXJfNj6YieGeXDkmSHzMp5e/u8JMAp1W2oRCJrF5S9jUoWFSuCdrlsWLLpYmiuReY7Zpb7Xg74VMKkEpl1qcML1/L38U+87UsOitQxwvqOe5JSP4eOWYfvNg/0owzcKvGmtN57WFAzm15NW0cev0IRaEAp3eILowmvMMnv45y8LS2qSKLG/qxECP8+BmI6sKhOJ+9LE5xBrTv1JLm3h2a4/zwuI4f/b+fWb/x5lreae3Oa2c9/cLY83PjxTx5p4ckdTQF0wLVj8XFYl5dbz+aw5LRgdwx0zr9+QL24Ug7btmRfZZ1EEw7nrx8pGUNnTy1p5cbjLutz7rx3hsMGDQFXZHpQyFTGLFQHHpx1bg+5RSpBK4IiHI4vHJEV7ibTuAHoEH+9WxYn4+KfDdTXYAJoqiOQZqE2zCnuxq1icJXYpdYvDMAAAgAElEQVTJwW6gGBUkdN5+Zl/X2zNeKZPQrdVjMBhIK2kk1t/F5puyvr0bTycll44KYKzxtvrLo8WsPVQgGJj5Ov+pbFOd3sDW9Epmx/ic08f790Ct0fHMlixuXJeMt7Mdv9w9lRUTQy+oVY2oa+tiy8kKrkgIsmnHbAufHCrAz0XFxXE9bI7Obh2rv+5pSh6cL9Ahn1w8jJTiRjaf7Cnar+46a1OoY8ua18NROCaDAX4+WUGMrxOzYrxJK27kig8GlooEkFrSaGHXG+bpwI+3T+JVY36qLcilPTN9rV7PA9+nEx/ixktXxFm9fxrbuzlizDbtPZ6yhQnhniwbH8zaQwU0tndzSZw/3yaVWBAeBhsGXWGXSCS4O1gbgTn1YQSm1enZmFLGrBgfi6IIwnzeNPNVKaQsGR1AuFGpJpEIieymq7mXk5JRwZZjDaVMyjVjg1k0on/BkjlMmYoVzb+PLbAusYj00ia+NxMo9Y7ZM5lvdWn1nCprJj7E9iy0rrULLyc7NDo9ebVtRHg7Mi7Mnee2ZXOsoIGJ4R4k5tedc9HbF47m11PX1iXGBZ4P5FS3suS9I6xLLOLGKWFsvnMKUX341/9V8e3xErp1em4wozj2h6yKZhLz61k1JUxkwNS1dXHtJ8fYk12NvUKGUi6lqK4dLyc7bpoyhFFBrryw/Yxo39GXmrX345vTyjleaCkSyq9tp7K5k4pmdb+BGb1hEiN5OCr5eOUYNq6exJhQDy5PCGJ0kCsyiWAnbH4XJ5VKRJVzXVs37g4KPlo5xmbj8/qvPRclV4eBXSAfXTQMTyc7HvnxFDdNHUJ7t45vk6xzkAcLBt2MHYQ5e2/1qWmDb3rDmaTkkd5O1LR2Wdnzmpauo4LcSC9r4p1l8TzwfTrvLovHw0nJ9lOVbMuoFG/36tq6LXIdo32dcLKT87KxS9Do9EQ9sQOwbQ9qS1j0e3CmqpXL3jti8djS9xPxdbHDRaXAxV4hKk2Xvp9IR7eOpMIGvk0qMX5e4JjbKaS0dmlxc1BwOLeOpg4Nt0wdwmdHikSvmS+OFrP5ZAUfrEj4Q8f688lyMQXmz8JgMPD18RKe++U0TnZyPl817ry87v8aNDo9Xx0rZnq0N5E+1oIvW1h7qBBHpYxl44VlZH5tG6s+T6K2tYuPVozheGED3yWXUlDXTri3I1KphGcvG8GS947wzm95PH7RsD5ZL672CgwGg9gNv7rrrFVwhVZv4Gx1m9XXDgThXo7svn+6laLz8oQgTpY1c+jhWTy66RSFte1o9AYrH6lPbhiLj7P1XXN2ZYvo1Np7P9UfXO0VPHvpcO74JpWj+fVMjfTi8yOF3DTFdt7DfxuD74gAd0dLu9G4IFfRYKtNrRWLdlyQKxuSS/F2trMqBqfKmnn1yjhSihu4dFQAM2N8hOVeeTND/Vx4YH4Mex6Ywa77potfs9/Mo6K5U0NqSROlRse4n81uT0GwBAUIMY40urV6PrjOulDaK2SM6aOzHgjCvQTlpkrR86s6beS4n65s4bFNGdy5PpWVnyZx2XtHWPjWIUBQ9d24Tojh23iiDC8npSjIkABdGp1FyPBAodbo2JlZxYIRfv3OJgeChvZubv3yBE9tzmRCuCc77pt2oaj3gR2ZVdS0dnHjALv1yuZOtqZXcPW4YFztFSQXNXDFB4l0duvYcNsk5g/3Q6PTI5dJKKxrF3dMo4PduHpsEJ8dLiSvps0m60UqEXJQV399Qryz7quz78tr/FwoM8b29YaJPfNtUglH8uq5ZHQAta1dFlGVt8+MsLl7MhgMPLs1C1d7BU52csI8rfdq/WHRCCGo4809OSwY4Ud1S5dVXRgsGJyF3UFJg1nHPjnCi8eMdMYPDuSLbJcIbyf2na3hyjFBVs5pq2dEUNvahVqj58oxQeLYwXy5d7Sgnn1na7hjZgRyqcSiyJuc36a9so+Fbx3kwY09iSoTwj1JLhK65/mxPUvIgl5Wvb4udny6aqxYiEGYF/YFW8uhowWCdLtLo7d6XuazCzj62Gx23Tedjasn8ekNY0UloreZAVisvwveznbiPPzGKWHEBrhw5/pUnvvltAU3/lzYf7aG1i7tnx7DHMmrY+FbBzmYU8tTF8eybtU4mx3WBQhYd6SQME8HZpjtjPp9fmIReoOBm6YMYWt6BdetPY6Ho5JNt08RRV8anYGObh0N7d2iwyfAwwuHYq+U8ezWLC4bHcCLS0cSaGSAyKQSXr9yFE9cNIzfztSw6O1DJObXnXeGSLiXI7d8kUJinuVSNdrHGVd7Be/vz0chkzA2VCj05rnAd82y7VOzM7OKYwUN3DU7ivZuLaH9nIu2IJFI+NeS4cilUnZlVjHUz5lPDhX0mZ/838TgLOyOSguBEsBFI/1RyaUcyq1DrzeQUdbMRwcK0OkNXN0HQ+CHE2VE+jgxOthN9DYxzdzNu34/VxVavQFHu57OZM8DPUX+TFWrxeseNUryA9xUVLd24e1sx6IRflYLpScXx+JqrxCXT3Zyab9WAyajsC13TSHp8Tni44vj/C06EtPzJr+4l7vXp7EusZCMsmbs5ILnOggXH4DHFw3lgxVjmBnjTXOnhsvjA9l8soL75kazanIYaw8Xct0nx6lpHdhOYHNahZDiFO557ifbQLdWz0s7zrDi0+M4q+RsumMyN08dciGxqR+klzaRWtLEDZPDBvRzauvSsv54CYtG+LMto5K7v01jdJAbm26fTIhZMdPo9OL4MNyrZ7zj5WTHA/OiOZRbx66sapbEB3Lk0dk8t2QEOr2B2EBXbp0ezk93TMFBKeO6tccZ6vfn9yFLE3oUs0viAxni5chNXyRzzKxzl0oljAgU2DcXjfS3ym4Icre36eqq1uh4bls2Q/2cmRblhcHA7+7YQcgieHhhDIfz6vBysiOnuo39ObXn/sL/MAbpjF3wZDef4Z2ubMFeKWNqlBf7z9by4o4ej5Pi+nZCPBwseL0FtW2kFDfy6KKhSCQSkf54xzepuDsoKG3oJNTTgZd2nBEFLlNf3id+/dw3ejyi+0JFk5qKJsGDxSRaMocpKMOEvni4vTE8wBWZVMI9c6J457dc7poVSYCbPT+llXH/d+mAkIQ+P9aX3Oo2dmRW8W2HJT/eZHHw1t5ckgob2HumhscXD+XWaREWhl2jg914bFMGF685zHvXJTDOhjWvCc2dGn47W8Py8SF/yM1O8JJP41RZM8vGh/DUxcMsvH4uwDbWJRbhZCe3oML2h40ppbSqtRQ3tLMto5JLRgXw6pVxVqMzrdmdWngvuu/KiaFsSCrlX7+cZmaMNyqFjPmxvjz1cya7sqqI8XNmRKArW++eyj+3nrZyJf0j2JTaM9Z4accZxoa6o9boufbjYywbH8KiEX54OilJLxXO1/mxflYLzJg+Fu4fHyygvKmTO2dFsMyYdvb8NoHy+HvtcldMCGVzWjknS5tQyqV8fKCAWTGDa4Q4ODt2ByU6vUH0bTYVoveuS2DtDeP48ubxOCh73qSrPk9m+iv7eGtPjrjo+TG1TMw3NGFyhBdXJgRRWNeBm4NCyFkcYNLRn8WKCSEoB1gMZVIJifl1dGt0GAyCJzWAUtbzf377mtE8f/lIvl89ibSn5pH8xFzW3zIBXxdLH+iObh17ztSwJD6AW6cJYyhzMdGS+EB+unMyDkoZyz4+xmeHC/u8tdyVVUW3Vv+7xzAGg4GNKaUsXnOI4voOPlyRwItLR14o6gNATauaX05VcOWYoAEphXV6A+8ZBW6Z5S2snhHB29fYFuCYlp1yqcSK/iqXSXnm0uGUN3XygZFg4OOiIiHEnZ1mTYyjGcHgz6J3fkCKmU3It0klXP9ZEovXHBaZcXeuT+Vwr1HN3jM1fHm0iG2nKjmaX09udSuZ5c28ty+PUUEufHa4SMw5rm3rsuLkDwRSqYSXroijS6ujW6vnaEE9GYNM/TxoCzv0iJRM6lOTwnByhBfxwW4o5VJOPTOf95YnEO7tyFt7cpn68m+s/PQ47+3LZ3KEp4XIJzG/jk1pgitge5eOVVNCOfWMMKe2hX8tGZgXx0DwtZGqNhA88uMpbvvyBJ7OSpzs5Ly++yz1bV0WQpI4M2qmRCLB29mOyZFeouAKYKTxlnXhCD8O5NRZyP3NxURD/VzYcvdUZg/14Z+/nGbR24f47YylNXBifh3v78sjxMNBnNEOBM2dGu7+No2HfjhFXJArO++bxsIR5zaXugAB64+XoNEZBkxx/PpYMXVtwnnz3JIRPLpoaJ/jG9NuJcTDwWa6z6QITy6O8+fDA/kiiSDIzZ7TlS0MeXQbU176jc1p5QMOXf7HxbFkPbvAKoTC9L4eG+rBPXOikEpg2fgQpBL45e6pFmPR3ncWNr/Pz1ncuT6VZZ8cY96bB7n4ncN0afWkl7UMmJN/LkT7OnO72b7u40ODy2ZgULZM7kahQ2NHN2E4WqkZmzs0JBc3cu24YFxUChbH+bM4zp/Shg42ppSyxpi3eCi3jhe3Z3PNuGCqWtQWhlHO9nJe2CaMc26cbGlNCoJfxUqjT8zjP2UQ6+9CYV07OoPBgtZoJ5eS8cwCXtyRbdN24I/gO6PtwPPbesZNY57bY/Gc+W8cwABE+Tob7XQFa13zY8gob8HLUck9s6PIrW7lzm9SeWdZAlOjrCX4LiqB9/vhgQJe2XmGW79I4eUr47hyTDCJ+XXc8XUqzZ0a7podOWDBUHJRA/dtOElVi5qHFsSwekbEgGTwFyCgW6vn62MlzIrxtlhu9oXc6lae3iIoPtdeP5a5sf2ri02Fvb9i+cTiYezNruFfv5zmopH+7DS6qppUqI/+eIrYABfx+XfMjOCjgwU2w9yf23aaurYuq7hI0w3izqwq8fVNI5aL3zlsQSoosCEk/LPo68LUn5UCwB2zIvklo5KC2na2Z1Ty8IKYPyX8O584L4VdIpEsBN5GSHJfazAYXvozr9fbL6Y3Np8sp1urt+KuB3s48MD8GPJq29ieUcXMGG/WHi7ko4MFBLvbc824YBKM1EPTWOKN3TlsNDPwd3dQ4OeqEu05F43w48nNGRbMFqVMyu0zI3h7by5SiYQure53FfUoHydya/rn9368cgzOKgXVLWpRhTfUz1lc5Na1dRHj58z/sXfe4VHV2Rv/zEwmZdJ774WEFgIJNXQQLKCAgmIFe1/ruq71p6662BfLWlEQEBCpSq/SCQmBQDrpvfdkyv39cWduZpJJoW7Y5X2ePJrJ3DuFe8/3fM95z/vWNqspqG6irlnTicsLUNHYxg2f7Zd+v+u7I9haKnCwUUrGGsYGG/bWSuLD3difUcHzq5PZlVrO4exKZkT7sPRwbq/KMBqtjn/tyuRfuzLwc1ax5pFRXQ5TXUPX+P1UMRUNrSwY0znx6IhDWZXc8Y1YO75tmF+PQR3am/AhZoxQDPB2tOGJSWEs2ppGQm51pz5Ri0YnyVYA0lyIOeiEntVPzcHF1pI7RwSSXlYvSXN3hS1/GYujjRJrC3H46ravDlHd1MbO58Yz5r1dZj0VnMwMKXU0mDZIKUB7Td5aqeC92YOZ++9DaHUC3x84x+szBpz357scuOjALpPJFMDnwFSgADgmk8k2CIJwpvsju0Z7KabzP4IgCKw8ls9AXwezXNXaJjU7zpZx76hA3rx5IGX1LaxJKOCXY/l8uSeLZYdzmRXjy7w4fx4cG8rmkyUkFbRfmMODXdibVo5WJ6DR6jhbUodCLkNnNHwxoZ87d40M5NOdGTSrtQx6Y9t5fb6egjrAYz+fIP3t66loaJUWAsNxlgo5SxbGmRW/Cnpps/T/r93Un35e9iY663XN6g4a62oqG9rIqWiUfjceNPn9VDFPTgpjX0YFA3wcTGRfzSG/qom//JJEQm41s4f68ubMARelIvm/CkEQ+OHAOULdbRlrZodljHWJhbyw5qT0+5s39y64tDNiut8NPDA2mNXH83ttHtMdrh/kbTY4d6WLrlTI0OoE7hsTxNJDOd0eG+JmK7kuAaw8mseZ4jo+vX0IKkuLLjn15h7vTkrBOGsfHuzCHcMDWHE0j1+O5fOXyRG9nma9nLgUGftwIFMQhGwAmUy2ErgZuPDAbts5Y5e8T62UnC2u461bBpo1Mt6YXESbRieJJHnYW/PYhDAeGReqn7TLY+WxfH46lEuwmy0ltS3cMsSXjclFaHUC8eHuhLrb8cWeLF5Zd5ptZ0p5YGyI1EAC0bdxa0pnFowxDPrRBnxzTyyfbE8jpbi+m6PaodEJhLxs6gxj2N7GBTv3qGj4+MRQSbDofCAIAq0aHbtSS/nb2tPcOsyXnw7lUtus5uUbIrs9dsPJIv6uz2o+vX0INw+5dOa8/2tIzK/hZEEtb5mxfzRAEMRG6Qfb0vHVT4g+NiG0101pQymmpzKPlYWC12cMkAbeuoJcBk9PCed0YR2HsyqJ8nGgsLqZv0wJ54U14hyIcWA2DuZd2dFptALVTW0s2poqqUV2VIo0HGtnRFeua1GzaGsasYHOzIwWd5ldabt0fLxVo+1SAsFc2eal6yPZebaUsvpWlh3J5fEuePRXEpeieeoLGHOdCvSPmUAmkz0kk8mOy2Sy4+Xl3fM+HawtUMhlJoHdwEP/ZEc61ko5Xg7WEg/dGKsTCoj0smeAUd0PxE72qFBXPrk9hqMvT+beUYHkVTbRrNaK4v36q6NFL1sql8HKY/nMjPbhkXGmNf6v92XzyrrTJo+521uZ6E/f1UEWd9HW1F4HdWO8dctAvrkn1uSxk/m1ZnXPjS30/jIlotPfewOZTMaJvGpeWZfCl3cN5dWbBjBVv63vagiloVXD86tP8tSKRMI87fj96bHXgvpFYsmBHOytLJg91DzFUa3V8be1p/hgm6hgOC7CHaVC1usm67rEQk4VikyOp1cm9cgMmRjpQX/v7ndrOgGWHspj+5lSHh4fwozB3hTWNDMs0LnT9OqDY4N5qMN9ZQ4WChlzhvqZSAB3tQM8V9G+o/hsRwZVTW28MbN9Yezq+jU83qbRsfxIHhMX7eny/Zg7h0FuAODDbWkmjeX/FC5FYDeXTnRafwVB+FoQhFhBEGLd3bufnhOFwJSS2Qa0U/R2p5Wh1uh4fPkJHhgbLE2egdg8Oplfw63D/Lpt8DmpLPF2smHp/cNZ9/gYbolprxu/vyWN9JJ6dAJYyOGnQzk8tyrJ5PgsM6WU8vpWk6zjyw61xnQzmhlyGdzQg8CYm60laq3plnDBmKBOphY6nSCJJ42PcDfLcugtjFlIgiBwIq+aSC97Cqo7Zysn82u46bP9rD1RwFOTwlj18Kg+00C6WlFa18Lvp4qZG+dvdtimoVXD/T8eZ+WxfJ6cFMbrMwawLrGQmdG+eDr0PL1rqB8bSm4ldS29ov19edewHs9d0SAK0C0YE8zYcPE+35Va1qms8ePBXEaH9jzkptYKHDCiNP722GhK68wP0xk8FbLKG1hyMId5sf4m+k/m5BFslAqenRrOL8fymPjBHl7+7RSejtY8Mj6k0yS4sTF4R7SotdIOpCt54yuJS1GKKQCMu5h+QNHFntRJ1Xn6dHSoG7NifPn1RCEKQeCfW9L4ak8WU/t7ceNgL/ZnVGAhl/Vq4MC4fDPE34kVR8VNh8pSwY7UMuQyMPSJdqSWmRzbnWEAdK4XuttbdWICgDgd+o/Zg/jdiBf80dxonl3VXi991MgP0gCNVjAxtTiYVcF3+9v1oW+P651Wd1cw/m5SiurILm/kH7MGSc42IC4k/96XzYfb0nC3t2LFgyOladdruDgsO5yLVhC4d1RQp7+V1LawcMkx0krreX/OIObFBfD57kya1VoTP9Pu0Nv6sTFK61pMGp/GvqUd8dTkMGytLFBZKvBztuFt/SCQMdq0Oh748TgqpZwmdfc0YGOl1Ozyxi6FyTz0NMq3Np3BRqng+Q5B2PDZRHZOGy4qJdMGevHpzkzyqpqI9nPk7VkDmRDhjiCIcuCNrSJX3RwrxhgfbEvvVE7q6Tu9nLgUgf0YEC6TyYKBQuB2YP7FntRFZUlVB+neg1kV7E4r56lJYSw9nMvT8cFkVTSy7UwJv55oZ7aczK8hPtxN8k08H0wb4EVVYxs7OwRzY9w3OsjEKq8jgt1sTfTdOwZ1OysLGlo1HM+p6sSmUSrkKOTtrkrm8NXeLAJdVTw8LoSDWRU8uiyB2ub2er5bB57wxWDDySKUCpmJdHFJbQvPrkriYFYlNwzy4t1Zg/tEw+i/AS1qLcuP5DE50tNk/B8gtaSOBT8co65Zzff3xTE+wp02jY4fD+YwNtyNKG+HLs5qit5K8YKopvrvvdl8+6dIYbw9zp91SYW0mAnGMkSq8u1xYgIgk8mkXd4gX0ep9APiwhDkqiK9F0QCYzy3+iT/mD2Qtzae7bQ4vTitH7tSS9mTVs4rN0ZJPsbGuCXGl2kDvIh6bQtVTWpWHBWJGN/dG8ukSA9pp384u5KqRjWfzBvSq8B8Pt/plcBFl2IEQdAATwBbgbPAKkEQUro/qmc4qUwVHo3H4J+9rh+f3zmU7w7kcOswP46/MoW7jWra9/94nNi3dvDML0lsP1NKi7r7DNsYqxMK2JlaRoibLbaWCrNa7MZTr+ZgHNQN203jYwyPCWboX69vSGFyZGeqmqtte+AUgJfWnuKu747w+M8nOpldmLugLwQ6ncCGpCLGR7hLDe1tKSVc/+k+EvNqeH/OID6fP/RaUL+E2JRcTGVjGwvGBJk8fiCzgtu+PIROEFj1yChJDGzDySLK6lt5oBeGEQb0VGsGpAVj/KI9LN6dyZQoT3Y8O5735gzmH7MGSc9ztbUUA7pKiQC8dtMAScZ2t1FydL9RI/+Xh0ai1gqS52hXMK6EDDeSunjlt9MmwmQgLiovrEnmwZ8ScLe35B4zux2tTmB9UiE3GtF/v757GBufiGdylKdJ+Xb18XzsrSyYNqB3Xgy9+U6vJC7J5KkgCL8LghAhCEKoIAjvXIpzutiaKjyamz41lCOsLBRUNLTiamvJmf+bxg8L4pg+0ItdqWU8+NNxYt/ewV9WJrI1pcQkyKu1OjYlF5n8QwO8dfMAaprVfHNvrFmN9e64uh1xKLuSxyeG8u5s8WawkMvYdkac6tToBJNOPohStuZV52Qmi4NcBgcyKwlytSW/Q+2742j2heJoThUldS3MHOJLc5uWV9ad4qGlCfg42bDpqXjmxQVccze6hDBQHMM97Ezqz2sSCrj3+6P4Otvw22NjJJqvIIhm3/087RnXAyXSGF3Vml+Y1g9BENicXMzUj/fy+oYUIjztWP/4GBbPH0qgXjTLmMu+7ZlxpL9zPQ42SiK97CUGSkZpPU+uSJSCr8EsHsQS5LgId0kypCsYlzamDfQi5c1p0uMrjuax94UJ0t8F/Y9WJ1DbpDF5PZ1OYOPJIqZ9so+nVyZhaSGXFooBvo6druH6FjW/ny5mxhAfbHpI4gzo7jv9T6BPTp5Ce43dIARmzkvTYGRc3djGjrOl3DMqCJWlBRP7eTCxnwf/0Oo4mFXJ78nFbD1TwrqkImwtFQz0daS2WU1RTXOni+vBsaI7yuL5MdhZWXRbkgH44b44XliTTEVD5xq6h70Vn9w+hNGhbvxrZwYAfzw9lqkftwuMVTaqifZz5GRBLf297TlTXM83RvXy9ue1MX2AlzSZZ6NUMLW/F+uSCunv7cCZ4jqsLOQIiKWeS4H1SUVSnXTm4j/JKGvgoXEhPHddxAWVua6heyTkVpNSVMc7swYik8kQBIFPd2aIUhlhbnxx11CT3dmfmRWkltTzz1s72791B0NpoeNUpZejNbd8cZCT+TX087Tnh/vimNDP3eTcOp0gDeqAWFse4ONAbmUT398Xi1wuo7qxjft/PI61UsGqR0bx2LIEKZkZqje3eG5qBPt6oYpoZSGnVaNjw8kiFowOIuGVKQx7ewdHzlWx8MfjZo9p0+pYtDWNmdE+bEkp4ZMd6aSXNhDuYcfn84dy/UAvMsoamPbJPg5kVDC3Q09qU3IxLWpdl6qx5/Od/ifq69CHA7uLrRK1VqChVdPjgMv6pELUWqGT+p1SIWd8hDvjI9x5WzuQT3ak8/nuLBMLL1tLBaNCXdlxVgzgPx3K5Y7hAfx2opC0UlN64gvT+pnoSigVMg5lV5oN6gBb/zJOKmFklTfg62RDuKc9s2J8+C2xvb8cE+DMyYJa5gzz48wm00aTQi6TqJhbjLjzs4f6se1MCT6O1mRXNCBDHJbILm+8JFl0m0bH5uQimtq03P71YRxtlCy9f7jEdLiGS48fDuRgo5SzeFcmr/x2GhtLBU1tWm4d5sc/Zg3q5NTzzf5zuNtbXZA2/i0xvlLQSS+t5/0/UtmZWoaXgzX/vHUwc4b6mZV/2HG2XUNo/ogAyY0oLsiZif08UGt1PPpzAiW1Lax4aCS+TjbS9Q1IfbNofycG+jhwuqiu02sYo1WjI9hNxcn8GtacKGBurD/vzh7E39ae6nZhKKxp5obP9pNaUk+ouy2f3RHDjYO8pc8U4WmHu70V+zM7B/ZVx/OJ8LQj2q/zAGR3MP5O/9PokyJgIGbsgEmdvSusOVHAQF8Hs82jhlYNSw/lcONn+/l8dxaONkoWjAninVkDmRntQ2ObVgrqIF5ISw7mSHo1BtibyYLVWoGv92UzyLfzBfD6jP5SUAex7m7Q5DDIGRiwNlFs/Da1du4FjAt3Y4IZc4Wlh3Opamzj63ticbKxJMBVhUwmu2RlmN8SC6TdzNgwN7Y8PfZaUL+MKKpp5vdTxai1AsW1LQiIypwWchljQl07BfW0knr2pZdz76jAC949ldS28Nc1yUz/ZB9Hz1Xx4vR+7HlhAnNj/bvU9DHMbzw8PoSXrm8fWHthmvj/r29I4XB2Fe/NGcQwvZF6uVHik1/dLJU3P5gb3av3WVzbQqCLDf/ckkpdi5p5sf6d/InNoU2j45N5QzL43vAAACAASURBVNj2zHhmRvuYfCaZTEZ8mBsHMkV/BwMySutJzKvhtmH+V3WZsc8Gdhd9YO/IjOmIs8V1nC6s49YOgxzppfWi5do7O3h1fQpWFgr+7+YBfHBbNDZKBauPF0jG0x1hIZd1MuaN9LZnsV5crCOMu/0GjDKqkQqCQHZ5A6F6TQ6lwvSCmTtMzBg+3J6Og7XpAmJnpWRvF5nJbbH+CILIQ350fCiVeg7xxWJvejl//VXcbr96U3++vTcW10vUkL0G81h2OBeBdv0WAzQ6gQ+2pXd6/rf7s7FWyrlzRGCnv/UEcSozlQkf7GZtYgH3jQ5m74sTeWxCWLd2hwm51ZTpGV4LxwQjGLWf8qqa+OlQLsuP5PHI+FBpsEoQBM7qs3J7Kwu0OoG8KpFcEOnlQEwvAnSLWkeTWkdlYxufbM9ALpfxVjeyCTJg/nB/tj0zjltifLtcpOLD3KhqbDPRgVqdUNBrynRfRp8txRgrPHaHNQkFKBUybh7ii1qrY1tKKUsP53A4WwzMvk42xAbZ0dSm4a1NZ1BrBSzkMqL9nXh0fCijQ13569pkIr0c8HdW8f2Bc9wxPIClh3NNXsdghddbhBtpqpTWtdLYppV8JY1NKiZHebA6oZ2qufax0by96Qx70sWhjN9PFXWe9tLDzdaSjckiHXH6QC8+3pHeaeL2fNCq0bJoSxrf/inW+OOCnE3YDNdwedCi7t7xvrCmmRa1Vgq6ZfUtrE8qYm6cn8musCe0aXT8fCSXz3ZmUN2kZma0D89f168TrbIrfLRdLENO7e+Jp4M17+nNblSWCp5fLc5eTInyMGkYHsupliwj2weIGiXNoQ/mRjP5w70mJUdzqKhv5Y4RAfx4KIfbh/sz2M/8gmAhl/H+nEHMGdZzfdygcnogs4KBvo6otTrWnihkUqRHJ2nhqw19NmM3p/D41d4sk2lLtVbH6uP5eNhb8+OhHOLf38Xjy09IQR3Em2J/RjltGh0L44NZsiCOk69fx6+Pjub5af0YHuxCSW0LYR52+DiJU3sRnr1zge8I4+zjm/3ZEpUxq1zk6hoy9uT8dtGxJyeFS7SuUHdbwjzsWRDfTl0zzIDcaTQcBKLg0a8nCtmQVMS4cHccrJVUNrRdcMaeWdbArM8P8u2f56Rdw4vTu9eGuYZLgw1JRVQ3qbsto415b5cYkBvbWHooF7VOx/3xvaM4CoLICpny0V7e3HiGKG8HNj4Rz2d3xPQ6qGeXN3AgU7Soe3JSGCW1Lfxw4ByzY3wlxhfAJ7fHmGTISw/n4mBtYRLszxmZ24S62zHI1xGtTsDTwQofR/OTsz5ONrxwXT/srCx4fX1Kl/V1jU7gUHaVWTZbR3g6WBPhaSeZdexJK6eiofW8mqZ9FX03Yzej8GjQi1k8P4ZRIa48tSKRuhYNdS0aPtmRYXJ8lLcDo0JcGR3qSlywC4425huweVVNqLUCoe52WOnrmP+36QxyGXg5WFNe34q6m0zCGClGjaAPt6Xx48LhQHtgN8ijGg9lPLYsARAzDYPK3FMdLPUAxoa7U1zbwi49S+epyeGSnO/fboiktlmNRiecd2A3qGW+uTEFG6WCb++J5ecjuaSXNjDsmtTuZYcgiHKvkV72PDwuhJd/O20yeGOjlLMwPpgzRXV8tD2dj7aLZZkob4deabQfyqrkvT/OcrKglkgve5YsEAebzrd+/I3eSCLIVcVgPyde/u2UaJYdH2xyvRbVNBOht6crr29ly+li7h4ZxHX9PSXiQXZ5+/Vf0dAqlTKj/Zy4YZC3iVyu+B2ItEEnlZLRoa78cbqEQ0Y+qAaMCXMlNtCFT3dmkF/VxL/vHib16rrCmDA3lh/Jo0WtZdXxfNzsrJjQ7+rvJfXZjN3BRolMhomsgIG7/tBPCcS+vcPEZzTMw457RgXy5Z1DOfHqVP54eiyvzejPlP6eXQZ1aB8mCnW3xUufLai1AgLiKLMhqN8xPKCrU0gwqOVZyMVxay+9bkd2eSO2lgrJtm5ubHs/oEmt5ecHRjI+wh0bSwXbz5SaVaFLL603qbUbb1unRHlS2SjWPl3Po3la09TGo8tO8Le1p4gNdGHLX8YRE+DEvowKZkT7XDOYvgI4cq6K1JJ6FowJYtZQP2nwRoZYRnx39mBemBbJDwuGs/Uv7U5CZ4vreHJFIqfN9HdAbK4u+OEod3xzmLL6Vj64LZrNT41lQj+P8w7qFQ2tkuTGX6dHcq6ikV+O5TMvzp/3t6SSX93EV3cNw9FGyRsbUiRrxVXH81FrBe4cGUCYh510/RvMMlo1Wh5ZmoC1Uk60nyO708oYFujMu7MHSbtnOysL3p09CC9Ha+Z9fdist7ABJ3JreGJSGJ/MG0JiXg2zvjhosjswh7HhbrRqdGw5XcKu1DLmDPW9ID/fvoY+m7Er5DKcbJQmQ0ogBnd/FxvO6pUSfRytWffEGDzsexY/MgfjbLrWiIEz0Md0BLpjDXThmCC+7yAHYAi1Vko5mlYt/9qVycfzhpBV3kCoh510Q21Iaqc6Lrt/BP19HHC3tyK5sJZFW1Mxhx8OnMPLwVrSyHhudbuejACU14vfk3svM/ZDWZU880sSlY2tvHxDJA/EhyCXy1h6OBetTrggCt01nD+WHMjBSaWU1DC7o8yFe9gR7GZLU5uGm4f4svxIHhtPFjEmzJWHxoUyLtyNkroWPtqWzq8nCrC1suCl6yO5b3RQt03RnvDTofZ+09T+nvzllySsLOTUNKnZn1HB+3MGMX2gF2X1Lby2PoU/TpcwbYAXy4/kMSbMVSpBxoe58+uJAjLLGxAEgZfXnuZ4bjWL58cQG+jCmPd2Mu2TfTS3afFxssHNVolcLueXY/kcyq7E3d6KN2b0J8zDnru+OyK9p8XzY3hieSLNai0Rf/8DHycbHpkQwrLDecz64gBf3TWMkV3oGI0IdkWpkPHc6pNodQK3xfbOMLyvo88GdhDLMR0dTw5mVVBa10p8mBt/ZlbwzNSICw7qICo1uttb4WijlEoxAIXVzbjbWVLe0Ll5Oy/Wn2V6/q4M0RldI+jILBOzg2a9SNhviYXkVzVxPLeaSZGii3lxbTMf6rfT1/X3lNTnPPRCYQZdmY/mRlPfopGszqqb1Hx51zDe3HiGs8Wm3N/fTxVLU2896cSotTo+2ZHOF3uyCHK1Ze09YxhkxNfdkFRIhKcdkV7dS7T+t0Mmk90GvAFEAcMFQTA/DXMRKKhuYtuZEh4eH9qrwLvjbCnnKhr51x0xzIj24YlJYaw4ksf3B85x7/dHjd473D8mmMcnhp1Xc9Ucmtu0fKYfrvv7DVGkltSzKbkYNzsrNiUXs3BMMPP02jDzhwew4mg+b286g1YnUFjTzKs3RUnnGhfhxq8nCqhpUvPPrWn8eqKApyeHc9NgH1EFUSajqa3dscgAnSCys+4cEWDelFutk5qvBmXFb/ad47nrIlhxNI+7vzvCu7MHd5pzAdGMOybAmaPnqhga4NSjkczVgj6953C2tZQMrcFIL+aOGCoaWgl1t+XdP1LNapP3FlnlDRJbJaeyfdv29NRws0EdoL+PA2MMei9Aamk9eZXihfjX6ZEsu3+ENP5vcFrflVrG9E/2MerdXdJ5jLm4Hbvws4f6MSasfUw8LsiZkSGuWCpk2BtRIn0crVmTUMCxHLFh3F2NPbeykVu/OsTnu7OYO8yfTU/GmwT1guomjuVUc/MQ36uaw3uJcBqYDezr6YkXiqWHc5HJZCY6R93h2/3n8HWykfSLHKyV3DcmiIUdrPMEAbwcrVFaXPztvTqh3Wphbpw//9TXySsaWhkX4W5ivmKhkPPmzAEU1bbw5IpEPB2smBLVrntkfD1/uSeLGwd58/TkcECc2OyKFbP/xYncHx9sEtTnGNGbP9ie3unYZrVoV7n20THEBbnw/OqTfLA1zYSzboBhRmVyVM92glcL+nZgVylNMnaDXoyDjVJflwyW9GIuBIIgkFXeKG0VDVN04R62rDHyQe2I1zeksDe9HD/nzgI/wwKdGR3mxrf3xpqIFFkr5ZJfqQHLj+RJC5ehhgmw74WJACYNonB9Q0qpkJswB+RyGUfPVbHyaD5yGTh10U9Ye6KAGz7dz7nyBj6fP5T3bx3cSet740mR12/Q+/hfhiAIZwVBOH/7+l6iqU3DyqP5TB/g1SuhqJP5NRzNqWLBmCAsFHJRoE3PdHn3j1TGhLmy8Yl4vr8vlhHBLry9+Syj3t3J+1tSKetBbKsraHUC7/4ulgbvHRVISlGtxEYJdbdl8fyYTvXo4cEuDNEnLGNC3Uz+3jHp+OC2aKmP050KYkcVR4CG1va40J3bkaNKyY8Lh3N7nD+Ld2fy5IrETqKABllgl4vc3fQl9PlSzOnC9rKDQS/m9fWnsbSQM2OwD44qZY82cV2hsrGN2mY1oe52fLYzg1XHxeCaUdZ1w+Wv0/vx+e4sHGwsTIwn2vSNU8MU6uhQN16+IYrHl4t66i1qHSpLBYGutlIppbCmmdh3dnTKNgJcVQiCwKtGLk3Lj+RJY+VpRqYdhvfQptWJLk4dGp51LWpeW3eadUlFDA9y4ePbh5gsOMZYn1TI0ACna0YZ5wmZTPYQ8BBAQEDPTXaAdYlF1Darua+DimNX+GZ/NvZWFsyL8+dgZgXv/pHKqcJaorwd+HHhIMaFu+l3WY5MivQkKb+Gr/dl8e+9WXy3/xyzYnx5cFwIYR69p/JuOV0iBdX7xgTz4E9iNcpaKefbe+M6qYoaEOSqIim/ppO3b6XRBOr0AV4mAltdaayDuJPuGHSPG82VdMWBNyyYSoWcd2cPIkS/wy+saeabe2Jxt7eiuU1Lrn6nnpRX0yuSxNWAvp2x21pSrRcCM6BVo2X9ySKmDfC6aLlYgxNSqIcd9S1qWtQ6icPd0T0FRMu+I+eq+PqeYex7YSLvzxnU6TkvrU2WauzTBrRv7RRyGUsWDCfU3RZ3eyssFXLiw9wIN3Oj/Xwkl4+3d542rGholZyRzGUXrh0eS8it5sbP9rMxuZhnp0ZI2h3mkFpSR2pJ/f+UpZ1MJtshk8lOm/m5+XzOcz7uYPrns+TgOQb4OBAb2DOltKC6iT9OlxAT6MyTKxKZ/+0RKhta+WhuNJufjDdLXxzi78QXdw5j13MTmBvnx7qkQqZ8tJcHfjzOsZwqk3uqq/f4r11ibX1iP3dSi+vI1N8v390b1yXVskWtldhbpwprJeneVo2WR/TUXoDdaabieubUEQ09r9xK00RLoxWnUEGUA9bqhB7djmQyGQ+NC+XLO4eRWlLHLZ8fIK2kni0pxTS1aXFSKfkzs6LH7+VqQd8O7CpLWjU6k63YzrNl1DSpzTZCzheZekZMmIcdh7Or8He2kfRROo52A9w+PIAlC4YzWr/FnBcX0ClQrk8qYuS7O3l/y1kTwaRXb4xCrdGx82wZY8PcUCpkNLVpyKlslGr8Bvz9t9N8ppcvsFTIma7XhP54ezoanbgziPF3ouPaY8iQtDqBf+3MYO6/D4lOMA+P5KnJ4V2OVoPI1FHIZdw42LvH7+2/BYIgTBEEYaCZn/WX83UPZVWSXtrAfaODetXLePf3VLQ6gX3p5ZzIreblGyLZ9fwEZg/165GSGuRmy9u3DOLgS5N4enI4CblV3PbVIWZ/eZAtp0u6rGsbaJgAC8YES05eb8zob1Ir74jfTxVT3aRmyYI43O0seeCn4wS/tJmY/9vOsZxqPrhN1Idp7TBAdIt+0MmY6vnOLQORySDHyMsUMJGpfnBsCFOiPJHp507aaaKDzLKLpg/0YvXDo1Frdcz58iDP/HKSABcVz02NoLCmmZzKpk7HXI3o46UYg6yAWnJeX5NQgJeDNfHdXFy9RVZZIzZKBeX14pDEWzcP4NX1XXuErD6ej6ONEj9nG/xdVPg7q0wWHX8XG/KrmqltVvPlnmyTY/eklfPR9nSa1Vriw91Ym1jIibwaAl1VJq7ydwwPYOWxPGlYqU2rk1Qdfz7STrk8mlOFm50VdfqdBiAxEZ5ZmcTRnCpmRvvw9qyBXW6ZDRAEgfVJRcSHuV0yk45r6Bo/HMzB1daSGT30Mmqb1fxzS6qkafTQuBAemxDa49CNObjaWfHM1AgeGR/K6oR8vtmfzSPLEgh2s+WBscHMGepn0pz8ep94/Qa72bJ4t5hkuNtbcd+Y7iUmlh7OJcTdlurGNmqbNdLCYRA0M86stTrBJNkwR/X8eEcGeVWmwdbYc9jTwYrXburPlI/LGRHiwqe3x/T4XQzyc2T9E2O47iOxL96i1koCd39mlPdq8Kuvo29n7LaG6VNx21VW18KetDJmD+1a2Od8kFXeQIi7LcuP5KKyVODjZNOtlnl1k5pFW9N4emUSs784SNw7O0xEypQKOQ924Tu5J72ccXqVxn5GVMIf7ouT+PLBbrasOCoG9Yn66bdv74nlqUlhnc43K8aXsvpWRoW40t9I1TL+vV0k5lfz0dxoPr19SI9BHeBEXjWFNc3XuOtGkMlks2QyWQEwCtgsk8m2Xorz5lU2seNsKfO7oO6BWLb4dn824xftlhbzr+4axss3RF1QUDeGjaWCe0YFsfu5CSyeH4O9tQV//+008e/v4l87M6hpaiOjtF6acI72c+SoXhDv4EuTuj336cJaEvNquGtEIB9sS5f6TgZodAKLtqZJO9SE3J71lwJdVSZsNWifPYnwFGdDAvQ2keuTiqT32hO8HW0kud6y+laWHMzB29Ga/RkXzrDrS+jjGbupXsxviYXoBC5JGQbECyTMw44NJ4sYHerKC2uSuWWIj8RRN0aAi4p9L06kqU1DQXUz+VVN/HAgR9KZAHGiLru8s0mGAZuSxczrxs/+BMSto6Fc08/TXtJ/nxzpgaNKiZudFZOjPFBZKThyrspEcdIwNLI7rZxwj/YMQwD+eetgZsX0/jtan1SElYWc63ppA/a/AEEQfgN+u9Tn/elQDgqZzKwqo04nsDG5iEVb0yiobmZUiCuHsisZGeLCdDMWjRcDC4Wcmwb7cOMgbw5nV/HvfVl8uD2dL/dmSVxygHX6Ybov7hwq9Xc6Yl1iIYu2pknNT2tLebceoP+n3xn/dCiH4cEuZp9nQKCrLVtTTKdNDYE91sgu77EJYaw9Uchr60+z6cn4HqdHtTqBP04VEx/mRoSnPd8fEO/b0roWNFrdVT992qffvYte4bGqUWygrk4oIDbQWdJcuRg0t2kprGkmuaCWFrWOABdbFt8Rw8GszhoUgKQtrbK0IMLTnslRnsQGOSOTIUkWuNhaEqBnlNw6zI/b47oXEyqpa+EfejpZq6b9Zjp6rordqWU4q5Qcyq7kieWJ3Dc6yOTY7c+0j5cbs3gCXVTnFdTVWh2bk4uZ0t/zkjkvXYN5NLZq+OV4PtcP8pbkKww4kFnBzM//5OmVSThYi6Ymtw8Xr58Hz8PP9Hwhk8kYFerKkgXD2fKXsdJ1bgxvR2tuGGS+97IusZC/rT1lwmh5a+PZLmU8fJxsuF5/LkOi0x2CXFVUNbZR19JObzSI/EUYEQ9sLBX8/UZxgGp5N0qZBhzMqqCotoV5cf68NqM/b90yEBCHobakdC1bcLWgTwd2Y7ONpPwaMssaLlm2fq6iEUEQF41oP0e8HK1JLqyVJEYBrI0GPIaaueBTiuqwUSqobVbj72JDVWMbeVVNfHtPLLOH+rLtTCnLHxzB13cP6/H9GDdt6ls1VDepsbSQS6Jn13e4sYL0dcDnpkYwOcpDejy3qqlHfQxjHMisoLKxjZuvcdcvO9YmFlLfojExqj5TVMc93x/lzm+PUN2o5uN50Wx6Mp74MDe+2Z9NiLstE/t5dH3SS4hILwdpEtoYja0a9qWXm2WMLNqa1oln3qzW0qrRdfIdsLKQs3BMEManMTcwZAyD/2+e0f1hqLlHdJiOvn6gF6NDXflwW3qPPg6rjhfgaKNkan+RuXb3yEA+vX0IAE8sT+SkkQLr1Yg+naIZhm2qGttYk1CAtVJ+yVgbWUYKc3eOCMTP2Ya7vz+Ko42yXYTL6Lo0p3SYUlgrDTvkV4kZS5Criin9Pflqb5aJ+XZsoLM0hdoRM6J92HiyXT/G1sqCSE97EvKqeWpSGKND3SSpAQMMN1NpXQtHsk3rij8fzuWVm/r35mtgQ1IRDtYWjP8vULTryxAEgSUHzhHt50iMvxOFNc18uC2N3xILcbBW8vcborh7VKBUdz+UVcnpQtH/9EqJsTW0avjSjFG7tVLBPd8fJcrbgYfGBXPTYB+pLNNVycXcUFGrRsdbm8/y1uZ2+8eQl3/H08EKW0sLVFYKVJYW2FoqUFlZYGdpIQXxv/6azNxYf5OdbV2zhjNFddgajrNS8PqMAdzw2X4WbU0zkRM2Rm2Tmq0pJdwR52/S57h5iC8vrkmmVaNj3teHuGO4P9tSyvqEh+n5ok8HdguFHAdrC0pqW/j9dDHXD/Tu0f+0tzAEdksLOTOifTiQWYFWJ9DY2m5uPT7Cna0ppdhaKkwaniAuNoaJNWO0anTodIKJ+fYbG1I4nlvNqFBXrC3k7E4z1ZLeeLIID3srxvdzZ/XxArwcrDhX2chTk8JYdiSPkaGuEofYgFw9BWxtYiG3x/nz/YEcnpgYyuLdWXz75zn+dkNUjw3m5jYtW1NKmBHtc82c+jKhY/15dowP7/2Ryg8HcwB4aGwIj00I6zST8e3+bFxsLU1G5y83VnYoYSjkMrY9Mw4/ZxvWJxXxzb5snvnlJIu2pLEwPpjbhwd0OVjk5WjNqodG0dimobFVQ2OblibDf9s0vGbEPpsQ4UFjm4amNi2NrRoqGtporGqiqVUr+QmnFNVJukkGGPPiDZDJREmFFUfzWHE0jwE+DtKiYWtpgcpSwdrEQrQ6gYqGNpYcOIfKykJ6zkBfRxJyq5EDPxxoFz8rrGmWTLyvhuDepwM7iHXrX/QTobddojIMIGmrzB8egJWFnI+2pxPoqmKQryObkotxVimlwBgT4NwpSKYUmcoYfD5/KBqdjqdXJnE8t1pqCm05XcySgzkMDXBm6cLhyGQyPt6eLlHIDCirb2VDUhG+TtZklTdy7+ggnr2uHyNDXXlieSJudpaEuNlKpaIf9M2ee0e1K/c9PSWCxbvFjGvH2VKm9dAM3ZlaSmOblpnX2DCXBYb6s3H2ulZvYj5nqB/PXhdhdmAss6yBnallPDU5/KJUGc/nff5zaypFNaaJytxYP0luY26sP7cO9WN3Whn/3pfN25vP8tnODIYHu1DZ0EqLES/dRqngpemR3Zp41LdoWLQ1jaEBTrx/6+Bu31/cOzsYFeLK6zP68/2Bc3yuv8aX3j+cxlZxoTBePErqWlillwTxdLCmuU1LVWMb+VVNNLVpJQrm5lPFXdpjNqk7G3U0q7Us2pp2LbBfCjipLKGyCV8nmy6lNy8EBjeYO0cEsCWlhDPFdTw2IZSVx/KJ9nMkuaBWkjMwV183HmkOcFFx42BvGls1WCvlbDxZxPBgF47lVPHUyiSGBjjx8wMjpE77wvjgToEdxGy/UH9zLT2Uw6RId8ZHePDGzAE8tSKR56+LkPwv1yYWAiIn91BWJU4qJUqFnBUPjuSObw7z8NIEct67sdvvYH1SEZ4OVowIvnTf6zW0w1z9GUQlzw+7MXL+/sA5LC3k3DPq/P1MzxfmFh8AhUw0czGGXC5jcpQnk6M8Scyr5ut92WxJKUGOaI9nkNvtTcnCQHk8kVdjYvtnDkGuKkrqWnC1s5Kcke4aGdCtuXpckAsvrEnmxkHezDFKCM8U1XHDZ/t5fUZ/5o8IoKlVq99ViP+tbmzj/h+7FvLsTtOmL6FPN0+hfUJtzrCep+x6C40RvzbE3Y6Pt6fj42TNyqP5LJ4fw7SBXgi0N2k6MgVa1Fo+3dnu2PTGTLGebWtlweQoT34/VczZ4jruX3IMP2cbvrs3zkQXoytTbGPoBHjwxwRaNVpKasWLydfZhpAOwxO7U8uoMDKxNjbR7kp7A8Q64560MmYM9rkkMwHX0BldBYGO/RJjVDa08mtCAbNjfK/IsFhXi4+NpQXejl2Lk8UEOPPlXaJkwe3DAyTJ3ChvB7PieB1hzGw73oOfcKCrrSQrYOCZR3p17+07Z6gfMQFOvPtHKvVGjJrVCflYKuTcMsQXKwsFzraW+Dmr6Odlz9AAZyZHeTI23M2spAjQK8G2voA+H9gNglm3XsJao2GbNirElY0ni8goa2B4kAuL7xSbnQbnIwOGGMnrtqi1khiSATH+7YF/xmAfKhvbuP7T/VgpFfy4YLiJJnaLWitxZkFUchwbbn6Ktk2ro98rW/jH76kEu9ny1qazRHmb1vr7ednrvU7bX8OgUTPni4PSYwezKiQPVoA/Thej1gr/U9owVxpdBYHugsOyw3m0anQ80MWg26VGV4uPca+pOwS72fLOrEEceGkST00O53huFbd+dYjZXxxgy+mSLlkvgUZlmv2Z5v1LDQhyVVFa10pzm1aSOejY8+oIuVzGmzMHUNnYyqd628w2jY51iYVM7e/ZrU59fJgbGp1gwoqDzvozfRl9OrAb06t6a7rbG/zfJrEJ8/D4ED7ZkU6UtwMfzR0iMVg8OwR2AyfXIGRkPJ0W6m5rcpEYZ/dLFsR1Ukpck2AqBxzgquKH++J4eJzIVba1VEhCZMY4V9HI/fFB7DhrKp7k5WhNRUMrrkbZ3b2jggCRJ1/T1Cbp2A820l5fn1REiJstA327z3yu4cJhTtiqu+DQotay9HAOE/u5XzHDhwtZfMzBzc6KZ6dGcPClSbw5cwDlDa08siyBKR/tlTxFjWFloZBmPv7sYdozwFXcpRoTCCJ68f0M9nNiXqw/Sw7mkFlWz86zpVQ3qXt0SYrXJ1qzhvp2sCk0rz/TF9GnA7vxyHHHC+NCUVLbImmrnC2uJ6eyiWenRpiUeYwDu7VS/IpaNVoeXXaCPWnlJlx640DeS2/GPAAAIABJREFUqtHy5IoT0u8dJVJ1OoFXjKR4o/RSABYKOX+7IYrP7ohBKwjI5TIG+HQOuIu2pncST1qXWER5Q6uJJV5skIu0lZz/zWGJC29YuEpqWzh8rpKZQ3yuGWpcRpgTtuouOKxLLKSioe2yDiR1xAvT+nXKTK2V8gvOTFWWFtw7WpQs+NcdMdhaWfDyb6eIf383i3dlmHgYh+jr7ClFdRL7xRyC9End3vT2pKa3yq4vTOuHylLBGxvO8MvxfLwcrLutzQNEeTngamtJc5uWAy9N4tx7N3LgpUlXTVCHPh7YjbPb6qbuBw56i1+OtRtaLDucS7SfI1OMBny+2ptFXlX7gM/0AV7sSy/nxs/+ZFdqGe/MGshAo6BrCOw6ncBzq05yOLuK2foLYG8HWuNKo9ceG+4mmV8bMDPah18fHY2tpQUZZQ3S8ER32HG2lPoWDW524oX4w4FzjF+0W1KnPFNcz10jAkw06zclFyEI1ww1rgRuifHtVXDQ6QS+/fMc/b0dTPokV+L9GZcCHW2UvDd78EUHMQuFSCPe8MQYlj8wggE+DnywLZ3R7+3izY0pFFQ3EeLWnvgcyOw6aw90ERcAg36N83nIdbvqdxJ/ZlawJ62cOcN61pmSy2WMCXPjz8zKq1bGt88G9qY2DZuSiyXbqupGdQ9H9AyNVsfKY+1c3cKaZp69rp9J1jrYz5HnVydLv/u7qLj/x2NkljXw1s0DuHNEIKeL2s0/DIH9nd/Psim5mL9dH8n7tw7GxdaSjUYj04Ig8PJvIg92Yj93nFWWJk1cAwb4OLLxyXiGBTiz/Uypyd9kMjGbus5MwF91vIAR/9jBmxvP4O+s4qXrI1EqZNhaKlh2OM/EPnB9UhGD/RwviTTDNVwa7E0vJ7OsgQfHBV/RXVRzm5Zj+p1xoKuK469MuaSZqUwmY3SYGz8uHM4fT49l+gAvlh7KZfyiPSa9pr+tPUXwS5sZ894u0f/UCI4qJU4qJSfyxGnQ89XNucvIerAnRU0D4sPdqGholfSbrjb02cC+5XQJDa0aHtTXnmsuMmP/am8WX+zJothoqKifpx1nOvDRkwtqeXRC+1b4yz1ZqLUCU6I8uFtfu07RB3ZHGyUhbnZ8uz+b7/48x4IxQTw0LgSlQs71A73YcaaUpjaxCfXcqpPSOf/v5oFYKGSoteazAWeVktlDO99cgiA6MXU0KQCRwdPQquG1m/rzl6nhfL0vm5mDfWhs0/LguGCeWJ7IwawKssobOFVYey1b72P4Zn82Xg7W3DT4yv67/JZYSI3efvLZqRFdCn1dCkR5O/DRvCHse3EiCzpoHzW1aSUj6r+tPdUpuAe6trPBjMkKvYFxhv7Hqd7pwBhkwXuq//dV9NnAviahgAAXFdfpGR5VFxnYB/s58q9dGVgaXbhFtS0mhtKG5xlrqWt0AipLBQvjRZZCq0ZLhn4VHxrgxMbkIt7efJYbB3nz6o39pWxrZrQPzWotO86WkVlWL/HOhwe74O+iQimXS6YZxqhsaOXRZSd4YU37rsGYemVrqWBkF7xznQCZ5fWcyK3m0Qkh7Eorw9ZKQUpRneQNuyGpCJms95nLNVx+pBTVcjCrkvvGBF3WwNoRgiBIWXOUtwMzrtCi4uNkwys39TcRsjOGYRDIGEFG5Ilwz/PbaRpLeXy1N4v8qp7NNHycbAhxt71qZXz7VGD/am8WB7MqyK9q4mBWJYGuKv7QT4YZTK070vZ6Cz8nFWqtgA4xS7aQy/j33cM6+aWODnUzydgBnpkaLj0vvaRBql+3anQ8v/okI4Jd+HButEkDNi7IBU8HK9aeKGDW5+20w0fGi+e2UMjQdMjYt6aUcN3H+9iVWia5Jj0yPhSVEQe+sU3LfqN6pI2+uWvQ1Vl+JJ/lR/L4ck82n985lNuG+bPtTCkDvB15eFwIG04WMSrEtRPz5xr+c/h2/zlsLRVX3G9zf0aFxDR5cXq/y6JJo9bqyKtsYn9GOT8fyeXdP87y2M8J3PjZfmYb0XE7orCm2YRyGehiHNjPjzG06lg+tpYKdj43HrlMxlubzvTquLFhbhw5V2miT3O1oE8F9sF+jjyxPJFPd2Qgk0G0vxOf7RSHeaobzdP2eosVx/KQy2CcviN+S4yvWRPsg1kVfLknWzK6mBXjy5d7sqUa9Wmj0s3BrEqC3Wz5+p7YTpNzcrmMmwb7sCetnHr9BWplIWd8hNioVSrkUvO0tlnNs6uSeHhpAl6O1mx8Mh4vR2ssLeRYK+W8dlN/xkeYdvINg0oancBTk8KQy2Usnh/DlChPimpbpIbprcP8aNPo2JBcxKnCWs5VNF4z1OhDKK5tZuPJIubG+XcpdXu5YMjWhwe7MCHiwkXgapvVnC6sZXNyMV/uyeJva09x17dHGPvPXUS+uoVxi3Zz93dH+ftvp/nhzxxSi+txt7dilplyozFGvbuTRVtTKatvMVFdnfbxvk6lmq7Q2Kph86libhrsQ6i7HU9MCmPbmVL2pXfPnQeID3enRa3rlSFIX0OfkhQYHerG4vkx3PXtEWTAV3uy8HO2Ib+6mZ1nS1lyMMeEttdbtGl0rDqWT0yAM0l5NSwYHcT6k0UczKrodC5Djf3LPdmSCNejE0JILqhldKibiUaMo42SHxcO7/KG9HQwnRx8ekq776iFXIZGJ7A/o5wX1yRTVt/KU5PCeGKS+JzNp4rxdLAivbSeT3dmYGUh584RAZKjjuFCt5DLiAt2obyhVRIpMhYPGxXiSqSXPWsSCsipaNR7qP7v+Jr2dSw5mINOEFjYg+XcpUZmWT179Kytv07v123DVqPVUVzbQn5VE7lVTeTpf/KrmsitbGpXQ9XDxdYSfxcVMf7O3BytIsBFhb+LikBXFZ4O1iY179MFtSTm12C8d7VRKnh4fAipxfV8sSeLr/ZkYby5PR9Brs2nRLPquXEiRfmBscGsPp7PGxtT2PL0OCwtus5tR4a4oJDLOJDZOU70dfSpwA5icB/k68jJglq8Ha3wc1YhACcLaiUJ2/PF1pQSKhvbaNPo+Pc9Yvll6gDPTvxuaN81GB43iHAtni96KRo0ZgBWPzKqy7Hr2mY1Sw7kmDw2N7bdeEOt1dHUpuXu744S6m7L2kdHS/X+xbsypLHzmkY1j00IZeGYYFztrBjs58Rff22vvzerdTz28wmemiza59002NtEPGzx/BhuHebH25vPcjK/huv6e/aaA3wNlxcNrRqWH8lj+kCvToNslxs/6K/NKVGeDAt0ob5FbRKsjYN3QXWzibm7hVwm+f7OiPYmwEWl/7HF38XmvBRYx/Vz50R+DT6O1hTXtnTSmskub+Cmf/1p4uoEvRfkWn08nxB3W4bqZbetLERp3wVLjrHk4DkeGhfa5bH21kqG+DvxZ0YFL0zr9UfqE+hzgf1gVgX51c1S1jkpyt0kex4Z6nrewf3nI7k42ljwxfz2mrphd2DIxA1ILqg1CfbGzxvs5ySZWER62RPRTa3vtfWnTWR9x4a3G0Ufz6niR7213QPxwTw/rR9WFnL+zKhg8e4MySHmiYlhPDguxGRHMC/OnyPZlVIzFsDe2gKtDpOegfH7NgR24JqEQB/CqmP51LdoeOAKDCRpdQIldS3kVTZxqrBG2vkdyKxg6FvbOxlTOKmUBLioGOjryA2DjIK3qwpvR5tLpi9koNx+vyDOrP5LiLsdzW3ma9w9CXJllzdwLKeav06PNNmRTIz0YHKkB5/uyOCWIb54dNNvig9z4zP9YNXF+s1eSVxUYJfJZLcBbwBRwHBBELqWResFDDV0Q2C1t7HgH5tTefnGSB4cG2qShfY2uGeWNXA4u4oXp/djTHjnRmnH8xjrqBs/b0SwK1M+2is99uiErlf69UmFrE8qwsvBmpI6Mbi72FrSotby8fZ0vt7fzrp56fpIdqeVs3h3Jifza3DVyxNc19+T57uY/nt3ziD2ppdTqb8Zi2paaGjRdGLLmPt81ww1+gY0Wh3fHzjHsEBnKZu8WDS2ajqVSYyz7o7m0iDOYQS4qoyybrFscqXq/YZeUXZ5Y5fCXl1pvvcke7A6oQCFXMYcM7X8V2/qz3Uf7+O9P1L5aN6QLs8xNtyNT3dmcDCrskt7wL6Ii83YTwOzgX9fgvfSKVvW6uDlGyMxXI9dZdnd4ecjuSgVMm4b1r3/aHcQBIHXN5w2sZwz5w0J8P6Wsyw5kENMgJPJmPTmZFHxMb20gTuGB+Boo+SrvVlc9/E+sisa8Xex4Z1ZA3G1teSRZSeY141fakJuNTpB4MGxwSw9nEuLWsfi3ZmcKa7jk9uH4NBhK2wsx3DsXBUTI6+M1do1dI2tKaUUVDfzyo1RvT5GpxMoq28lt7KxPXgbBfKKBtOs297agkBXFVHeDlw3wIsAFxXeTtYs+OEYMpkoQHelS0AdYZAVyC5v6PI5L0zrxzO/JHWqw3cne6DR6vg1oYAJEe5mM/IgN1seHBfM57uzmD8iwMQY2xjR/k7YWVnwZ2bF/05gFwThLHDJJuU6ZstdZc+9DerNbVp+TShg2gAv3O0vXAL1iz1ZLDvcPrHq6WBl1iBBqxPYnVpOs1rHAG8Hlh1pP0ajE0gvbeCbe2KpbmzjRX2dvFmt5aO50cyM9sFCIeeZX5JwtFF2qWdh2NV8fudQRoe6EeCi4tX1KfTztGNfejm3LD7A1/fEmujU7DGSNlidkH8tsP8HIToqpVJY04JCLqOptUPtuE1LfrVpti0F8upmSY8cQC4Ts9YAFxVT+3vib5R1B7rYmvRSOjo5xYe5/ceDOojaMt6O1mSXd+3TO22Al0lQ93Gy5sVpkd3W1/dnVFBW39qt4NfjE8NYe6KQ19ansPHJeLPlJaVCzsgQ16tuUKnP1dgvJTYlF1HXojEZKT5frD6ez6KtacyK8aWoppkj56oYGuBsdjH7el82qSX1LBwTJNXQjWFvZcHrHWrvm58ai4u+/NLcpmWb3qquq259x13NnSMC+efWNJQKOcsfHMljPydwy+cH+HjeEElrZsPJQtzsLLlhkDcrj+ZT3djWrWzpNVwedDS10OoEXvw1meVHcxGQkVfV1Emr3c7KggAXFeEe9kyJag/ega4qfJxsejXQZM5M41hOFesSC/uEsFWIuy1Z3RiwZ1eI2fzYcDf2Z1Twy0OjelyUVh3Px8XWkkmRXestqSwtePmGKJ5ckciKo3ldxon4MFd2nC0lr7LpkqrMXk70GNhlMtkOwJw4w98FQVjf2xeSyWQPAQ8BBARcmUGMn4/kEepuy4hg89usnrAnrYyX1p4iPsyN9+YMIvbtHYD5Mszpwlo+2p6Gj5M1u1LLJPstgFA38cKtb9XQz8ued2YPoqCqiVfXp5g8b3damWhV181UaMddjFwuY1KkBwcyK4gNdGbDE/E8siyBB386zjNTIrhvjCj1O394ALfF+vHToVw2Jhdxj14e4RquHMyZWmh0Aol5tcQFOzOpnwcBrqr24O2iwkmlvOgdsbnXbVHr+ozNW4ibHeuSChEEwexnzdJn85MjPdifUUFuZVO3gb2yoZUdZ0u5Z1RQt3RGEFlkPx/J5YNtadw4yNtswhOv3z3vzyznTtfL72p1KdDjci8IwhRBEAaa+el1UNef52tBEGIFQYh1d7/8DbzThbUk5ddw54jAC7oxkgtqeOznE/TztOfLu4ZSWttKfYs4aNTRKq+5TcvTKxNRawWKalrIqTQdWTbORhbdFs3Efh5SpmWs8LghqQg3OytGnKcF4Lhwdyoa2jhTXIePkw2rHh7F7KG+fLwjneg3t9Gm0TFziA8DfBzp7+3A6uMFPZ/0Gi45umJx6ASBlQ+N4v1bB/P4xDBmRvswxN8JZ1vLS1Lm7Op1+4rNW4i7LfUtmk49AgOyyxuQyWB8P7GEmFPZdXYPsC6pCLVWMKEXdwWZTMYbMwdQ36Lhw+1pZp8T6m6Lt6P1VVWO6VOTp5cSy4/mYWUhvyCX99zKRhYuOYaLrSVLFsZhb62UBpMsLeQczKowUUv8x+9npayiIyzkMlRKOYvnxyCTwcaTopmxwf/UICtQ36JmV1oZNw32Pm8q2dgIsSyzVz9NZ61U8OFt0bx2U3/pOQbJgVuH+XGqsJbUkrrOJ7qGy4pLZWpxtbxub2GgPHbVQM0qb8TP2YZAFxVWFnLJstIcBEFg9fF8Bvs59uiyZECklwN3jwxk+ZG8Tib1IAb/+DA3DmZVmuyw+zIuKrDLZLJZMpmsABgFbJbJZFsvzdu6ODS0alifWMiMaJ/zHsapaGjlnu+PotUJ/LhwOB72YkfdICUw2NeRoQHOklri7tQylh5ur6d7OVrz2R0xzB8hZguPTQjl2/viKKhuJi7IhQ0nixAEAaVCDN5qvRDYtpRS2jS6CxLn8rC3ZoCPgxTYQbwYjc918+cH2J1Wxs1DfLCQy/g14VrWfqVxvo5KV/vr9haZZaKo3ryvD5uV7c0qayDU3Q65XEaAi4qcburxpwvrSC2p57ZeZOvGeGZqBM4qS15fn2JWgz0+3E2STrgacFGBXRCE3wRB8BMEwUoQBE9BEPrEfNa6xEIa27TcOeL8avlNbRruX3KM0roWvrsvjlAjvXKDVO+wQGeJdvnYzydYsOSY9Jw3ZvTn4F8n4WZnyZbTpdJQFYi18RnRPmSWNZBWWo+F3DRj35hchK+TDUMDTNUme4txEe6cyK2mzsi4d3OyuDv44b44/J1VLFxyjF+O5zMp0oPfEgs7GX1cw+XF+ToqXe2v2xusSyzkAyMlx46yvTqdQHZFg3QvisbWXWfsq47nY2UhP29ZakcbJS9O78fx3GrWJXXWoRljkPHtxhCkL+G/jhUjCALLDufS39vBxIS6J6i1Oh7/+QSnCmv5992xnYZGTheKgd1QX+/naY/WSMBi9/MTCHaz7TRkZTxUdcNAL97YkMKGpCJJPkCt1VHV2MafGRU8MDbkgmuq4yPc+XJPFgczKyUjgvUni4jydmBipAcjQ1z566/J/HNLGk42Smqa1exNK2dKf08OZlWQXFBrll56DZcWt8T4/kcC6n/qdXuC2Ng1TTCM5QKKaptpUeskvnuQq4o/M8vNNlpb1FrWJxUyfaDXBQ1Y3TbMn+VH8nj391Sm9vfCzqo9PLrZWRHl7cD+jHIenxh2AZ/0yuK/rsZ+Iq+G1JJ67hwZ0OsgKQgCf//tFLvTynn7lkGdLOnK6lqkYaOhAc5sSylh4gd7qG/VMDrUFReVJcW1YiOqO0kCVzsrxoS5sTG5SNJY1+gE/jhdjEYnMCP6wgcghgY4Y2dlwb4MsRyTV9lEYl6NpORoY6ng09uHMH+EPzV60aY1CQUXpZh5DddwseipsWvgt7dn7Cpa1DrK6jt7pG47U0pdi6ZXTVNzkMvFRmpZfSv/2pnR6e9jw91IyK2WzHP6Mv7rAvvPR3KxtVSclybKx9vTWXW8gKcmhzPfTPnGUF93Vil594+zPLQ0gcY2Le/PGcTyB0ey+M4Yqeb+yPhQsxrvhmx4xmBv8quaOaMv7Wi0OjaeLCLU3Zb+3uZHqnsDSws5o0Jd2ZsmZjMbTorbSeM6u0wm4x+zBvPS9ZHIgG1nSnj85xMXpJh5DddwKdBTYzdL31A1LsUAZuvsq4/n4+tkw6jzZJUZIybAmbmxfnx/4Jz02gbEh7mh1gocPVd1wee/UvivCuw1TW1sSi5m1lBfk21Ud/j5SC6f7cpkXqw/z0wJN/ucFH0ZprpJzfqkIsaEuvLDfXHMixMXAeOsvCdMG+iFpULO76dFi65C/dDTjGifi6a2jY9wp7CmmazyRtYlFTE8yMXshOwj40O5Z1QgOgHuGhF4Lahfw38M5hq7VhZyqbGbVd6Ag7UFbnYivzxIH9g71tkLqpv4M7OCW4f5XbRhyIvTI7FWKnhz4xmTRmpckAuWCvlVQXv8rwrsaxIKaNPomD/8/9u78/ioyzuB459v7kASjkwIhHAGAiQSroAaLkVaEBEtFhdrW6lX3e1qC7uuorW6h1WXl3axYIuuuFqpBytQFFgOpQqEiAEhCQRCkhogB7mABELOefaPOchArkkm85sZnvfrxevFTCbzPPOaeb75zXN8vx07RLDz2Fme25TFraOiePEHN7QYWGvqG3l1Z4799id/n8K6R25ixlWFCZpflbclIiSQW0ZFkV1s+WOx6dtClHJNqTpbMY41X+aRW3qRBa0U1EjNK+fTjGKemDWCdQccC11rmjtdvbArWGoR29YD8kovEdcvzD42Y3qHEOAnFFQ6XrF/ctAyjn44yfntzVczhQWzdHY8X+WUORSUDw3yJ3loH69YQPWZwK6U4s9fn2Li4N4kxLQ/pXGw4ByPf3CIsQN7sfr+ifZ95c2lf1fJ7Sv32G9v/IcUpxZkW9M8iO8+UUZiTITDDpzO2pJZzICIENYfPEOAnzBv7IBrSgk2X9xd9v1RrPrRlWkkTTPC3RMGsu/pWfzt5TtY9r14Mgqr7FWL8souMtx0ZWwE+PsR2yfU4RCg2axYf/A0U0dEuiz/zU9uHkJ8dBj/vuWYQxK9aSNNHC+pprS6to3fNp7PBPb9+RXkl1/i/hvbv1rPK7vIQ+9+Q/+IENYumUyPIMdpm9qGJl7als2iNfvtearDggNIiu16UAfL/GBws6POC8bFdLqWa3NJsb3sRb9nxEdxvKTqmoXRthZ3Nc1oD00fhiksmFe2Hae6toHS6jri+vV0eIxly+OVK/a0v1Vw5tzlLmVwvVqgvx8vLEjkdOVl1nx5Jc329BGWb8X7PPyq3asDu634NVjywvQKDSQyLKjNAFlaVctP3z5AgJ/w7oNTiAxzzPqYVXiBBav2subLfBZPHsyri8YBMGFwb5cVF5g0tA/Nz0AM6B3qkp0pKXEmln4vHoBAf2kxd317i7uaZqQeQQH8avZIDnxXyVt7LDVZr/42OzSyBwXlNfb57/XpZwgPCbBv83WVlDgTd4wdwBt/zeXMOcs3hMSYCHr3CGTvyYp2fttYXh3YbWXstmYWsT2rhJS4SJZ9fKTVAFld28CSd77hXE09a5dMtq+wg2U/+cpdJ7l79T7O1zTwzs8m89LCsfZFGlcVQwDLB8ZWyg7ghc1HXbYz5eczhnPPxIFsP3rWXtBa07zJ300ehCksiNetWw6f25TlcBp1cGRPqusaOVfTQFVtA1szi1kwLuaagvKu8MwdY/AT4UVrBTI/P2FqnMm+l95TeXVgt00j/PP6DBrNil3ZZ1k0KdYhYNvUN5p57P2D5Jyt5o37JzpMq+SWVnPPH1L53a4c7kgawI6lM7jVmnDIttWxtcIandU8nagrA/D+/Ap2nyizn3rVc+edIyIrROS4iGSIyEYRcc08nNauLRnFVDUrkF1aXedwGnWoNXXudxWX+PRIEXWN5k7vXW/PwN6h/OLWOLZlldinX6aNNHG2qo7c0taLgxjNqwM7WIL7QusKeoCfsOarfKa+/AUzV+xm+YYMNh8porS6ln/53yPsy63g5XuSuMUatM1mxX/vyWfe63s5XVnDG/dPZOXiCQ61DY8WVSEC4zt51L81b+2xTBc9NG2YywKwXhh1qZ3ADUqpJCAHWG5wf64bK7afoL7J8WrYdhoVruxlL6i4xPr0M8RHh3XrAbuHpw9ncN8ePL/5KA1NZqZZ0wvs8eBtj14f2FPzytmaVcITs0YQGhTAK/ck8fydCcRHh/NZRjFPfPAtU178nE2HLXlTIkICuHC5gVMVNSx+K43/2JLNjJFR7Fg685rSVzX1jeSVXWRUdPg15ea61Ofccv5yuIgbYiJ4bn6CywKwXhh1HaXUDqWU7YhhGtD1fXRah7R3GnVQ31BEYNexUg6fPs+9yYNcVsWtJSGB/vxmfgK5pRd5N/U7BvXtYU1t4LmB3atzxbSVl+VnU4fRZFY8uf4IG6xf4UID/Xn0TwcdnmPBuBheWjiWni0caMourkapa/Ovd9X2YyWYlWVLFXSulmtLulpKUGvVg8BHRnfietFe8eptmSX4IWzJLAYgOLD7r09vG9OPW0ZFsXLXSRaMj2HaSBMbDlkS6XWkipW7eV6PnNDeFer/ZZWw8XAhcxKjyfvtPHYsnUHPIMcFls1Hihj3rztY9MdUXtuZQ1p+BXWNln2rttzMk1y4cAoQ6OdHoL8wN/HKNwS9M8X9RGSXiGS18O+uZo95FmgE1rXxPI+KSLqIpJeVlbX2MK2D2kozbCvz19Rs4fK3W45fk+rX1USE38xPoLaxiVe2nWDaCBM19U18e+p8t7bbWV59xd7WFWpafgVLPzrMpMF9WLl4Ap9lFPHcpiyalOLf7krkxzcOoa7RzMGCc+zLKyc1r4JVX5zk9c9PEhzgx+Shfe1ftca54FCSjdms+CyjmJnxUU7nitdcSyk1u62fi8gDwHzgNtXGFgil1JvAmwDJycmeu1XCS9hOna7YfoKi85eJ6R3Kk3NGcfeEgUx9+Ytryvw1zwbZnYZHhfHw9OH84a95zB83AD+BvSfLmNLJ0pvdyasDe2tOlFTzyHvpDOobyn/+MImlHx1mW1YJEwf35tV7xzPMZFl8CQ3yZ9pIE9NGWq74q2obOJBfSWpehcN8992r93HjsL7cHBdJSpyJ0f3DO52PIr3gHCVVtSyfN7rrL1TrNiIyF3gKmKmUaj0BuNYtWkszbHSZv3+8dQQbDxXy2o4cxg7sxZ7ccpZ93zMKljTnc4G96PxlHlh7gB5B/vzkpiHcu2Y/VZcbeWruaB6dMbzNQ0YRIYHMTohmdkI09Y1m4n+9DYC7xsewP6+Cz4+XApYsjzfHRXJznImUuEiGm3p2ePFm85FCQgL9mD2m9erpmkdYBQQDO63vbZpS6jFju6S1N//e3XoGB7B83mh++eFh+oUHU36xjguXGzqV/707+VRgv1DTwJJ3DlBSVUtiTAQvfHqMhAERvP/wOEb3dy4lbs5ZS7mup28fbZ/6rTmaAAAFtElEQVTyKb5wmf15FZYr+txytmZaMjRGRwSTEmeyXtFHEtun5XwVjU1mtmaWMHtMdIuLtZrnUEp5fjWF69CTc0axfEOmw3SMu8v8LRgXw7qvT9nT96blVzAn0bWnXrvKZ6JLbUMTj/wpnZyzlkMDx0uqeXzWCB6fNZKggI6vEf/xyzySYntxptJyVTBpSB+HCkMLJ8aycGIsSilOVdZYp20q2HOyjI3WBZzBfXuQEhdpvaqPZMOhQpJie9HQpKi8VM+d1twwumqRpjmnrfl3dxERXrgzkfm/34NZwd6T5Tqwu4otAKfEmWgyK5Z9fNj+FzQuqiev3ju+U5kYbWkKkof0IdBfuFTXyLKPj7DqRxMcHiciDInsyZDIntw3ZTBKKU6WXiQ117IQuzWzmA+/OQ3AwN4hlF+sZ0S/MMJDAggJ9LNvy9Q0zTmeUOYvISaCH980hPf2F/DnA6d4P63AkD8yrfHawG4LwKvum8COY2ft0yK3J/bnd4vHdzpvhG3L5E/fPkBkWJA9qLe3F1xEiI8OJz46nCXWPfTHiqpIte64Kauu4GhRFQkDwln6UceeU9M0zzW6fzgATWbLRihbIW7A8ODutYHdFoAfeS+dS3VN+Ak8M28MD08f7pLnHjMgnMzCKp6YNaJTAdjfTxgb24uxsb34+cw46hvN/HpTpqUEXyefU9M0z7F697VZZN219bI9Xn1AKSXOZE8D8OiM4S4J6mA50Vp4vtalibTSCyrZlV2qk3Npmo8weutlW7w6sKfmlfO5NVh+nH7GYxNp6eRcmuZ72ivEbSSvDezdFSy7I5GWTs6lab6nrdQHRhMjksUnJyer9PT0Lj1H810xNnoLoQYgIgeVUslGtO2Kz7bmPTZ9W+jWrZcd/Wx77eKpzmSoaZrRPGHrZUu8dipG0zRNa5kO7JqmaT5GB3ZN0zQfowO7pmmaj9GBXdM0zccYst1RRMqAgqvuNgG+cGJHvw7jDVFKRRnRcCufbVcw8v3QbXtO2x36bBsS2FsiIulG7T12Jf06tO5g5Puh2/a+tvVUjKZpmo/RgV3TNM3HeFJgf9PoDriIfh1adzDy/dBte1nbHjPHrmmaprmGJ12xa5qmaS7gUYFdRFaIyHERyRCRjSLifNFSA4nIXBE5ISK5IvK00f3pDBEZJCK7RSRbRI6KyC+N7pNmYeT4EJFF1s+DWUTcslPEqPEkImtFpFREstzVZrO2XTL+PCqwAzuBG5RSSUAOsNzg/nSYiPgDq4HbgQTgPhFJMLZXndII/JNSagxwE/ALL30dvsjI8ZEFLAS+ckdjBo+n/wHmuqmtq7lk/HlUYFdK7VBKNVpvpgGxRvbHSVOAXKVUvlKqHvgQuMvgPjlNKVWslDpk/X81kA14Xl7S65CR40Mpla2UOuGu9jBwPCmlvgIq3dFWC227ZPx5VGC/yoPANqM74YSBwOlmt8/g5QFRRIYCE4Cvje2J1gJvGx/O8rnx5KyujD+3F9oQkV1A/xZ+9KxS6i/WxzyL5SvJOnf2rYukhfu8dsuRiIQBnwC/UkpVGd2f64WR46MjbbuRT40nZ3V1/Lk9sCulZrf1cxF5AJgP3Ka8ay/mGWBQs9uxQJFBfekSEQnE8qFap5TaYHR/ridGjo/22nYznxlPznLF+POoqRgRmQs8BSxQStUY3R8nfQOMFJFhIhIELAY2G9wnp4mIAG8D2Uqp14zuj3aFl48PZ/nEeHKWq8afRx1QEpFcIBiosN6VppR6zMAuOUVE5gH/BfgDa5VSLxrcJaeJyDRgD5AJmK13P6OU2mpcrzQwdnyIyA+A3wNRwHngsFJqTje3ach4EpEPgFuwZFg8CzyvlHrbTW27ZPx5VGDXNE3Tus6jpmI0TdO0rtOBXdM0zcfowK5pmuZjdGDXNE3zMTqwa5qm+Rgd2DVN03yMDuyapmk+Rgd2TdM0H/P/wbHk4fRueL8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "my_plotter(ax1, data1, data2, {'marker': 'x'})\n",
    "my_plotter(ax2, data3, data4, {'marker': 'o'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interactive example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.ion() # Turn interactive mode on\n",
    "plt.plot([1.6, 2.7])\n",
    "plt.plot([1.6, 27])\n",
    "plt.plot([16, 2.7])\n",
    "\n",
    "plt.title(\"interactive test\")\n",
    "plt.xlabel(\"index\")\n",
    "plt.ylabel(\"y label\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Non-interactive example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XlcXPW9//HXZ4YdBkgCDAGSQAiQVU1Ck9Q1Wpe4xqq/1tTa2rrUWuvtXnvba1vv7W1vb/dbbWu1tlpba2PVaF1bta5BIZvZSAhkAULYwh7W+f7+AOIkgTDAzJyZM5/n4+HDzHCY+QTh7eF7PufzFWMMSiml7MVhdQFKKaX8T8NdKaVsSMNdKaVsSMNdKaVsSMNdKaVsSMNdKaVsSMNdKaVsSMNdKaVsSMNdKaVsKMqqN05LSzO5ublWvb1SSoWlsrKyRmNM+ljHWRbuubm5lJaWWvX2SikVlkRkny/H6bKMUkrZkIa7UkrZkIa7UkrZkIa7UkrZkIa7UkrZkIa7UkrZkIa7UkrZUNiFe+neZv7n+Z3o9oBKKTW6sAv3rTWt/OrVPTS091hdilJKhaywC/dCtwuA8kPtFleilFKhy6dwF5FVIlIuIhUicucIH/+piGwa+meXiLT4v9RBhZmD4b7rUEeg3kIppcLemLNlRMQJ3ANcAFQD74rIOmPM9uFjjDFf9Dr+88DiANQKQFpSLNMSY9hVp2fuSik1Gl/O3JcBFcaYSmNML/AosPokx68B/uyP4kZT6HbpsoxSY2jr7qOiXn9OIpUv4Z4NHPB6XD303AlEZBaQB7w8+dJGV5TpYvehdu2YUWoUTR09XHXvW1zy8zc40NxldTnKAr6Eu4zw3Gipei2w1hgzMOILidwiIqUiUtrQ0OBrjScocCfR2TtATcuRCb+GUnbV2tXHxx94hwPNXYjAj18st7okZQFfwr0amOH1OAeoHeXYaznJkowx5j5jTLExpjg9fcxZ86Mqcg9fVNVfOZXy1t7dxycefIc99R3c94libjorjyc31bK1ptXq0lSQ+RLu7wIFIpInIjEMBvi64w8SkSJgCvC2f0s8UcFwO2SddswoNayrt58bf1/KtppW7rluCecUpvOZc/KZkhDN95/bocuYEWbMcDfG9AO3Ay8AO4DHjDHbRORuEbnC69A1wKMmCN9BKfHRTE+J0zN3pYZ09w1wy0NllO5r5qcfPY0L5rsBSI6L5o4PFfBmRROv7W60uEoVTD5ts2eMeRZ49rjn7jru8Xf8V9bYCt0uyrUdUil6+z3c9sgG3qho5Ef/71QuPzXrmI9ft3wWD765l+8/u4Mz56ThdIx0GU3ZTdjdoTqs0J1ERUMHAx79VVNFrv4BD1/4y0Ze3lnPf125kGuW5pxwTEyUg69eVMTOunae3FhjQZXKCmEc7i56+z3sa+q0uhSlLOHxGL62dgvPvlfHty6dx8dXzBr12EsXTefUnBR+/GI53X0jNrMpmwnbcC/K1I4ZFbmMMXzzya38bWMNX76gkJvOmn3S4x0O4c6L51Hb2s0f3tobnCKVpcI23OdkJCGiHTMq8hhjuPuZ7fz5nf3ctjKf28+b49PnfTB/GufNzeCXr1RwuLM3wFUqq4VtuCfERDFzaoKeuauI86MXy3nwzb186oxcvnpRESK+XyD9+qq5dPb0c88rFQGsUIWCsA13gIIMl4a7iii/fHk397yyhzXLZnLXZfPHFewwuJx5zdIcHnp7n44lsLmwDveizCSqGjvp6dcLRMr+7n+9kh+9uIurFmfzvSsXjjvYh33xgkIcDh1LYHdhHe6Fbhf9HkNVo3bMKHt7eP0+/uvvO7hkUSY/vOYUHJPoVZ+eEs+nz9CxBHYX1uE+3DGjNzMpO1tbVs1/PLmVD83N4GcfXUyUc/I/treuHBxL8IPndvqhQhWKwjrc89IScTpE192VbT2zpZavrd3MmXPSuOe6JcRE+edHNjkums+fV8AbFY28tmviE1pV6ArrcI+NcpKXlqhb7ilbemn7Ib7w6CaKZ03lvk8sJS7a6dfX//iKWcycmsD3n9upd3rbUFiHOwyO/9Uzd2U3r+1q4HOPbGBBdgoP3FBMQoxPY6DGJSbKwVcuKmLHwTYdS2BDYR/uhW4X+5u76Ortt7oUpfxifWUTtzxcSn5GEn/41AdwxUUH7L0uWzSdU3QsgS2FfbgXZSZhDFTU69KMCn8b9h/mxt+/S86UBB6+cRmpCTEBfb/BsQRzdSyBDYV9uL+/cYcuzajwtrWmlU/+7h3SXLE8ctNy0pJig/K+p+encW5ROve8UkFLl44lsIuwD/dZUxOIiXKwW8/cVRjbdaid6x8oITkumkduWo47OS6o73/nxfPo0LEEthL24R7ldDAnPUnP3FXYqmrs5Lr7S4h2OnjkpuXkTEkIeg1FmS6uXpLDH97SsQR2EfbhDoPfmNoxo8LRgeYurvvtejwew59uXk5uWqJltXzpwkJE4Ccv7bKsBuU/tgj3QreLg63dtB7ps7oUpXxW19rNdfeX0NHTz8M3LmdOhsvSeqanxHPjmXk8sbFGxxLYgE3CPQmA3Xr2rsJEQ3sPH7t/Pc2dvTx043LmZyVbXRLw/liC/3lexxKEO5uE+/CuTHpRVYW+lq5ern+ghNqWI/zuhg9w2oxUq0s6angsweu7dSxBuLNFuGenxpMY49R1dxXy2rr7+MTv3qGysZP7P/EBluVNtbqkE1y3YiYzpsbz/ed24tGxBGHLFuHucAgFbpd2zKiQ1tXbz6cffJfttW386rolnFmQZnVJI4qNcvLVi+YOjiXYpGMJwpUtwh10xowKbd19A9z0h1I27D/ML9Ys5kPz3FaXdFKXLZrOouwUfvziLh1LEKZsE+4F7iSaOntp7OixuhSljtHb7+Gzfyzj7comfvyRU7lk0XSrSxqTwyF845K51LQc4aG391pdjpoA24T78MYdevauQkn/gIc7/ryRV8ob+N6Vi/jw4hyrS/LZ8FiCX76sYwnCkX3CfbhjRtfdVYgY8Bi+/NfNPL+tjrsum8/Hls+0uqRx+/rFc2nv6efeV/dYXYoaJ9uEe7orltSEaMq1HVKFAI/H8M0n3uOpTbV8bVURnz4zz+qSJmRuZjLXLMnh92/u1bEEYcancBeRVSJSLiIVInLnKMd8RES2i8g2EfmTf8v0qUYK9aKqCgHGGO5+ZjuPvnuAO86bw20r51hd0qToWILwNGa4i4gTuAe4GJgPrBGR+ccdUwB8AzjDGLMA+EIAah1ToTuJXXXtGKO9uco6j5Ts5/dv7eWmM/P44gWFVpczadNT4vn0mXk8uUnHEoQTX87clwEVxphKY0wv8Ciw+rhjbgbuMcYcBjDG1Pu3TN8UuV209/RT19ZtxdsrRVNHDz98ficfnD2Nb146DxGxuiS/uPWcfFLidSxBOPEl3LOBA16Pq4ee81YIFIrImyKyXkRW+avA8SjUjTuUxf73hXK6ege4e/UC2wQ7QEq8jiUIN76E+0jfoceve0QBBcBKYA1wv4icMDBDRG4RkVIRKW1o8P83yPszZjTcVfBtOtDCX0oP8Kkzco/uEGYnHx8aS/ADHUsQFnwJ92pghtfjHKB2hGOeMsb0GWOqgHIGw/4Yxpj7jDHFxpji9PT0idY8qimJMWS4Yimv044ZFVwDHsNdT20lPSmWOz50wre+LcRGOfnKhUVsP9jGU5t1LEGo8yXc3wUKRCRPRGKAa4F1xx3zJHAugIikMbhMU+nPQn2lHTPKCo+VHmBLdSv/fsk8XHHRVpcTMJefksWi7BR+9IKOJQh1Y4a7MaYfuB14AdgBPGaM2SYid4vIFUOHvQA0ich24BXgq8aYpkAVfTKFbhe769v110YVNC1dvfzw+Z0sy5vK6tOyrC4noBwO4RsX61iCcOBTn7sx5lljTKExJt8Y872h5+4yxqwb+rMxxnzJGDPfGLPIGPNoIIs+maLMJLr7PBw4rDdcqOD40YvltHX3890r7HURdTSnz0ljpY4lmBBjDD98fic769oC/l62uUN1mHbMqGDaWtPKIyX7uX7FLOZND43dlILh66t0LMFElO07zL2v7mFbjYb7uBVox4wKEo/H8B9PbWVaYowtblYaj3nTk7l6SQ6/f2sv1fpbss/WllWTEONk1cLMgL+X7cI9KTaK7NR4nTGjAu7xDdVs3N/CnRfPIyXevhdRR/OlCwoR4Ccv6lgCXxzpHeCZLQe5ZNF0EmOjAv5+tgt3GBz/q5tlq0BqPdLHD57byZKZqVy1+Ph7+iJDVmo8nzojjyc21bCtVscSjOWFbXV09PRzzdLgjH22ZbgXul3saeigb8BjdSnKpn760i4Od/Vy9+qFOBz2v4g6ms+uHBxL8IPndCzBWNaWVTNjajzLcoOzb64tw70oM4m+AcPexk6rS1E2tONgGw+9vZfrls9iYXaK1eVYKiU+mtvPncPruxt5fbeOJRhNbcsR3tzTyNVLcoJ2MmDLcD/aMaNLM8rPjBm8EzUlPpovXxhZF1FHc/0HZ5EzJZ7vP6tjCUbzxMYajIGrlwRvJy5bhnt+ehIO0V2ZlP89uamGd/ce5uur5pKaEGN1OSEhNsrJVy/SsQSjMcawtqya5XlTmTE1IWjvG/hLthaIi3aSOy2RXdox4zcej6Gho4fqw0eobTlCTcvQvw8P/rmxo5dbz5nNTWfNtrrUgGnv7uO/n93JqTkpfKR4xtifEEEuPyWL+1+v4kcv7OLihdOJi3ZaXVLI2LD/MFWNndy2Mj+o72vLcAedMTNe3X0D1LYcobalm5qWLmpauoeCu4valm4Oth6hb+DYX7mT46LISo0nZ0o8rrgo/uvvO8iZEs+qhdMt+lsE1s//sZvGjh7u/0RxRF9EHcnwWIKP3V/Cw2/v4+az7fs/+fFaW1ZDQoyTSxYF9+fCvuGe6eLF7XV09w1E/FmEMYaWrj5qhs64a44/+x468/YmAm5XHNlT4jl1RiqXLJpOdurg4+zUBLJS444ZkNXdN8Ca367ni3/ZTM6UBNtdaNx1qJ0H39rLtR+YwakzTphmrRgcS3BOYTq/fKWCjxTPICUh8nr/j9fdN8Azm2tZtTAzKL3t3mwb7kVuFx4DFfUdtgua4/UPeDjU3nPMmfbxyyddvcdO8IuNcgwFdTzzpieTnRpPVmr80ecyU+KIdvp+SSYu2slvrl/Klb98k5sfKuWpz51BRnKcv/+qljDG8O2ntpEUG8VXL5prdTkh7c6L53LJL17n3lcr+MYl86wux3IvbKujPYi97d5sG+6F7iRg8IzLzuH+pcc28dSmWgaO61KYmhhDdmo8+emJnF2QTlZqHDlThgI8NZ6piTF+H3KV4Yrjt58s5ppfvc3ND5fxl1tW2OK3pme2HOTtyib+88qFTE3Ui6gnM296MlctzuHBt/byidNzyU6Nt7okS60tqyY7NZ4VedOC/t62DffctESinWLri6pHegd4enMtH5w9jUtPmX40uLNS40iIseY/7YKsFH527Wl85uEyvrZ2Cz+/9rSwnpTY2dPP9/6+gwVZyXxs2UyrywkLX76wkKe31PLjF8v5yUdOs7ocy9S1dvNmRSO3n1dgyTUaW7ZCAkQ7HeSnJ9n6ourG/YfpGzB8+sxc1iybyTmF6czJSLIs2IddtCCTr15UxLrNtfzy5QpLa5ms/3u5grq2bu5evRCnXkT1SVZqPJ8+I48nNtawvTbw0w9D1d82VuMxcPUSa8ZT2DbcYbBjxs6jf9dXNeMQKA7S7czjcdvKfD68OJsfv7SL5947aHU5E7KnoYMH3qjkmqU5LJ01xepywsrRsQTPR+ZYguHe9mW5U5k1LdGSGmwd7kWZLmpajtDe3Wd1KQFRUtnEgqwUkkNwWzcR4ftXLWLxzFS++NgmttaE12ApYwzfWbeNuGgnX1+lF1HHa3gswWu7GiJyLMHGAy1UNnRaciF1mK3DvSBj8KLq7nr7rbt39w2w8UALy/NC76x9WFy0k/uuL2ZqQgw3/aGU+rZuq0vy2Qvb6nh9dyNfuqCQdFes1eWEpeGxBD94LvLGEjxeVk18tJNLTrHung9bh3tR5uCMGTuO/918oIXefg/LZwf/Kvx4pLtiuf+TH6Ctu4+bHyoNi02Vj/QO8J/P7GBupovrV8yyupywNTyWYFttG+s211pdTtB09w2wbqi3PSnIve3ebB3uM6YkEBftoLzOfmfu6yubESFo40MnY35WMj/96Glsrm7lq2u3YExon8Xd+2oFNS1HuHv1QqLG0euvTnT5KVkszE7mJy/toj9CRnC/tP0Q7d3W9LZ7s/V3rsMhth1DUFLVxNzM5LC5C/CiBZl8bVURT4d4B83exk5+869Krjwti2UhvOQVLhwO4fPnFbC/uYu/h+mF9fFaW1ZNVkocH7T4t2pbhzsMdczYLNx7+z1s2H+YFbPDK3w+e04+V4VwB40xhu8+vY2YKAf/rndX+s0F89wUZCTxq1f3hPxvbZN1qK2b13c3cPXS4M1tH00EhHsSDe09HO7sHfvgMLGluoXuPg/LLbjrbTJEhP++ahFLQrSD5p876nmlvIEvnF9gm9EJocDhED67Mp+dde28vLPe6nIC6omNNXgMXBXEue2jiYBwH7yoaqelmZKqZoCwXDYYnEFTzLTE2JDqoOnuG+C7z2yjICOJT56ea3U5tnP5qVnkTInnnlcqbHv2PtzbXjxrCnlp1vS2e7N9uA93zNgp3NdXNlHkdoXtnJN0Vyy//URxSHXQ/OZflRxoPsJ3r1gwroFpyjfRTgefOXs2G/a3HD05sZvN1a1U1HdYfiF1mO2/izOT43DFRdlm3b1vwEPZvsMsD7P19uPNz0rmZx89jS011nfQHGju4t5XK7j0lOmcPifNsjrs7v8VzyAtKZZ7XgndC+qTsbbsAHHRDkt7273ZPtxFhCK3i102aYd8r6aVrt6BsFtvH8mFCzL52kVzeXpzLf9nYQfN3c9sx+kQvnWpXkQNpLhoJzeemcfruxt5rzq0rrdMVnffAE9vPshFCzJD5o5x24c7QMFQx4wd1vpKKsN3vX0kt54zm6uWZPOTl3bx9y3B76B5pbyel7Yf4vPnFTA9JbLH0wbDx1fMxBUXxb2v2uvs/Z876mk90hcySzLgY7iLyCoRKReRChG5c4SP3yAiDSKyaeifm/xf6sQVuZNoPdJHQ3uP1aVMWklVE3MykmxzS/zwDJqls6bw5b9uCuoZXU//AN9dt43ZaYnceGZe0N43krniornh9Fye31ZHhY3GgqwtO8D0lDhOzw+dZb0xw11EnMA9wMXAfGCNiMwf4dC/GGNOG/rnfj/XOSmFQxdVw33dvX/AQ+newyE9T2YiYqMGd3GalhjLTQ+9y6EgddDc/3oVe5u6+M4VC4iJiohfYkPCDafnEhvl4Nf/2mN1KX5R39bNv3Y1cNWS7JAaC+3Ld/QyoMIYU2mM6QUeBVYHtiz/Khpqhwz38b/bD7bR0dMf8vNkJiItKZb7P1lMe3c/Nz9UypHewHbQ1LQc4f9e3s2qBZmcXZge0PdSx5qWFMuaZTN5cmMNNS1HrC5n0p7cFDq97d58Cfds4IDX4+qh5453tYhsEZG1IjJjpBcSkVtEpFREShsagjcGdFpSLGlJMWHfDjm83r7CZmfuw+ZNT+bn1y7mvZpWvrp2c0CvkXzv79sB+NZlehHVCjefNRsR+O1rlVaXMinDve1LZqaSn55kdTnH8CXcR/o94/ifuqeBXGPMKcA/gD+M9ELGmPuMMcXGmOL09OCeLRVkuCgP8y331lc2kZeWaOu7Jy+Y7+ZrF83lmS0H+cU/A3PR7Y3djTz7Xh2fWzmHnCkJAXkPdXJZqfF8eHE2f35nP40d4Xst7L2aVnYd6uCapSOez1rKl3CvBrwrzwGOmd9pjGkyxgz/F/otsNQ/5flPUaaLikPtYTtXesBjeGdvs+3W20cy3EHz03/4v4Omt9/Dt9dtZda0BG4+e7ZfX1uNz2fOyad3wMPv3qiyupQJW1tWTWyUg0tDpLfdmy/h/i5QICJ5IhIDXAus8z5ARLz/ZlcAO/xXon8Uul109g6E7RrfjoNttHf3s8KG6+3HO76DZkt1i99e+8E3q9jT0Mm3L59PXLTTb6+rxi8/PYlLFk7n4bf30RaGu6X19A/Obb9wQSYp8aHR2+5tzHA3xvQDtwMvMBjajxljtonI3SJyxdBhd4jINhHZDNwB3BCogieqKHNwPSxc192Hb9kO9ztTfeXdQXPzQ6XUtU6+g6autZtf/HM358/L4Ly5bj9UqSbrsyvzae/p5+G391ldyri9vKOelq7Q6m335lP/lzHmWWNMoTEm3xjzvaHn7jLGrBv68zeMMQuMMacaY841xoTcrrgF7vBuhyypbGLm1ISIutHGu4Pmlocn30Hz38/uoM9juOuyBX6qUE3WwuwUzilM53dvVAW8Q8rf1pZV406O5cwQHVkRMc29yXHRTE+JY1cYtkN6Imi9/XjeHTRfmUQHzdt7mli3uZZbz8ln5jS9iBpKbluZT1NnL4+VHhj74BDR0N7Dq7sauGpJTkj1tnuLmHAHhnZlCr+OmfJD7bR09dmyv90XF8x38/VVc/n7loP8/J+7x/35fQMevrNuGzlT4rltZX4AKlSTsSxvKsWzpnDfa5X0hclWfE9tqmHAY7g6xHrbvUVUuBdluqho6Ai7vRxLKpsAIvLMfdhnzp7N1Uty+Nk/dvPMlvFttvzQ2/soP9TOXZfpRdRQJCJ87tw51LQc4alNob+RtjGGv5ZWc9qMVOZkhFZvu7eICvdCt4vefg/7mrusLmVcSqqayU6NZ8bUyF1OGNzFaSHFs6bw5cc2+9xBU9/ezc9e2sU5helcMF8vooaqlUXpzJuezK9erQj5duVttW2UH2oP2QupwyIq3IfHEITTursxhneqmiOmS+ZkYqOc/Pr6paQl+d5B84PndtLT7+E7VyxAJDTXRtXg/7xvW5nPnoZOXtxeZ3U5J7W2rJqYKAeXn5JldSknFVHhPicjCZHw6pipqO+gqbOXFTaY3+4PaUmxPHBDMR0+zKAp3dvM3zbUcNNZeSGx7Zk6uUsWTSd3WgL3vBK6G2n39nt4alMNF853k5IQer3t3iIq3ONjnMycmsDuMLqouj7C+tt9MTdzsINma20rX/nr5hF/je8f8PAfT20jKyWO28+bY0GVarycDuHWc/J5r6aVNyoarS5nRC/vrOdwVx9Xh/iSDERYuMPguns4nbmXVDaRmRzHzAhebx/J+fPd3LlqLn9/b+QOmj+9s58dB9v41mXzSYiJsqBCNREfXpKNOzl0t+JbW1ZNhiuWs0K0t91bxIV7kdtFVWMnPf2hf8OEMYb1lYPr7bpefKJbhjpofv7P3Ty9+f0ui6aOHn70QjlnzJnGxQszLaxQjVdslJObz5rN+spmyvYdtrqcYzS09/BKeT0fXpJNVBhsoh76FfpZgTuJAY+hsqHT6lLGVNnYSWNHjy32Sw0E7w6ar/x1M5sPDHbQ/M/zO+nqHeC7ehE1LK1ZNpPUhGh+FWJb8Q33tl8Twr3t3iIu3IuGdmUKhxkzR+e363r7qI7voHl+60EeK63mxjPzmJPhsro8NQGJsVF86vQ8/rGjnp11bVaXc9TjG2o4NSfl6CiTUBdx4T47LYkoh4RHuFc1ke6K1U6PMQx30HT29HPrHzfgTo7l8x8qsLosNQmfPH0WiTFOfvVqaGzFt622lR0H20K+t91bxIV7TJSDvLREyutCu2PGGENJ5eA8GV1aGNvczGR+sWYxCTFOvn35ApJi9SJqOEtNiOG6FbN4enMt+5usv+lwbVk1MU4Hl58a2r3t3iIu3GFww+xQP3Pf39xFXVt3xM6TmYgPzXOz+dsXcsmi0Ns4QY3fTWfmEeVw8OvXrD17H+xtr+WC+W5SE2IsrWU8IjPcM1zsb+6iq7ff6lJGZff9UgMlOgy6GJRvMpLjuKY4h7Wl1Rxqm/w8/4l6tbye5s5erl460tbRoSsifxKGN+4I5ZuZ1lc2MS0xJqQHEykVaLeenU+/x8MDFm7Ft7asmrSkWM4uCO6+z5MVkeFe6A79jpmSKu1vV2rmtAQuPzWLP67fR0tXb9Dfv6mjh5d31nNVmPS2ewuvav1k1rREYqIcIRvuB5q7qGk5ov3tSjG4FV9X7wB/eCv4W/E9tamW/hCf2z6aiAx3p0MoyEiiPESXZSJtv1SlTmZuZjLnz8vgwbeq6OwJ7nWyxzdUsyg75ej9MeEkIsMdhnZlCtHRvyWVTaQmRFOoN+EoBcBt586hpauPP7+zP2jvub22jW214dXb7i2iw72urZvWI31Wl3KCkqpmluVOxRGiezMqFWxLZk5hxeyp/Pb1yqDNhXp8QzXRTuGKMOpt9xax4f5+x0xonb3Xthxhf3OX9rcrdZzPnTuHQ209/G1DTcDfq2/Aw5Mbazh/npspieHT2+4tYsN9uGMm1Mb/llTpfqlKjeTMOWksyk7h1//aE/B9kF8tb6CpszcsL6QOi9hwz06NJzHGGXLr7iWVzSTHRTFverLVpSgVUgY30s5nX1MXz24N7FZ8j5dVk5YUwzlF4dXb7i1iw11EKAjBjTtKqppZljcVp663K3WCC+dnkp+eyL2vVARsK77mzl7+ufMQV56WHdZ3PIdv5X5Q5HaxK4TaIevbuqlq7NT+dqVG4XAIn105h5117bxSXh+Q91i3qYa+ARMWW+mdTESHe2Gmi+bOXho7eqwuBdD9UpXyxerTsshOjQ/YRtprN1SzICs57JdGfQp3EVklIuUiUiEid57kuGtExIhIsf9KDJyi4TEEIbLuXlLZRFJsFPPD/JtKqUCKdjq45ezZlO07zDtDJ0T+srOuja014dvb7m3McBcRJ3APcDEwH1gjIvNHOM4F3AGU+LvIQCkcaocMlXX39ZVNFOdOCbsZFkoF20c/MIO0pBju9fNmHo+XDfa2rz4tvCZAjsSXFFkGVBhjKo0xvcCjwOoRjvtP4IeAdbM5xyk9KZbUhOiQmDHT0N7DnoZOVmh/u1Jjiot28qkz8vjXrga21rT65TX7Bjw8sbGW8+ZmMDVMe9u9+RLu2cABr8fVQ894hcfUAAAQTUlEQVQdJSKLgRnGmGf8WFvAiQiFbhflIbAsM/zrpfa3K+Wb6z84C1dsFPf6aSPt13Y10NjRE9a97d58CfeRevKOXsUQEQfwU+DLY76QyC0iUioipQ0NDb5XGUBFbhe7D3UErK3KVyVVTSTEOFmYnWJpHUqFi+S4aK7/4Cye21rHnobJd709vqGaaYkxnDs3ww/VWc+XcK8GZng9zgFqvR67gIXAqyKyF1gBrBvpoqox5j5jTLExpjg9PTRuDijMdNHe08/BVmtXk0oqm1k6a0pY99UqFWyfPjOPGKeDX09y7f1wZy//2F7P6jDvbffmy9/iXaBARPJEJAa4Flg3/EFjTKsxJs0Yk2uMyQXWA1cYY0oDUrGfFYXAGILmzl7KD7XrertS45SWFMuaZTN5YmMNNS1HJvw6T2+ppXfAY4sumWFjhrsxph+4HXgB2AE8ZozZJiJ3i8gVgS4w0Ardgx0zVrZDvqPzZJSasJvPng3Ab1+rnPBrrC2rZt70ZOZn2acN2affP4wxzxpjCo0x+caY7w09d5cxZt0Ix64Ml7N2gNSEGDJcsZaeua+vbCYu2sEpOamW1aBUuMpOjefKxdk8+u5+miZwQ+KuQ+1sqW611Vk7RPgdqsOKMl2WbpZdUjW43h4Tpf85lJqIW8/Jp6ffw4Nv7h335z5eVk2UQ1h9WnjObR+NpgmD439317cz4Al+x0xrVx8769p0noxSkzAnI4lVCzL5w9t7ae/2fQOe/gEPf9tYw7lzM0hLig1cgRbQcGfwomp3n4cDzV1Bf+939jZjjK63KzVZt62cQ3t3P39c7/tWfK/vbqShvcd2SzKg4Q5Agdu6MQQllU3ERDk4dYautys1GYtyUjirII0H3qiku8+3rfjWllUzJSGac4vs0dvuTcMdKLBwgFhJVTOLZ6QSF+0M+nsrZTe3rZxDY0cvfy09MOaxrV19vLT9EKtPy7bl9S77/Y0mICk2ipwp8eyqD+5F1bbuPrbVtup+qUr5yYrZU1kyM5Vf/6uSvjG24ltnw952bxruQ4rcrqCfuZfubcZjBr8hlVKTJyLctnIONS1HeHpz7UmPXVtWzdxMFwts1NvuTcN9SGGmiz0NHfT2B3bjXW8llc3EOB0smTklaO+plN2dNzeDuZku7n11D55ROuAq6tvZfKCFa5bmIGLPLS013IcUupPo9xj2NnUG7T3XVzVz6owUXW9Xyo8Gt+LLp6K+g5d2HBrxmLVlNTgd9pjbPhoN9yGFwzNmgrQ009HTz9aaVu1vVyoALl00nZlTE0bcSHvAY3hiYzXnFqWT7rJXb7s3Dfch+elJOAR2B6kdsmzfYQY8RvdLVSoAopwObj0nn83VrbxZ0XTMx17f3cChNnv2tnvTcB8SF+0kNy0xaL3u6yubiHIIS2fpertSgXD10mwyXLEnbOaxtqya1IRo28xtH42Gu5cit4tdQZoxU1LZxKKcFBJiooLyfkpFmtgoJzefNZu39jSxcf9hAFqP9PHi9kOsPjWL2Ch7X+vScPdS4Haxt6nT57vbJqqrt58t1a06v12pAFuzfCYp8dFHN9J+Zkstvf0erlk6Y4zPDH8a7l6K3C6MgYoA38y0YV8L/R6j82SUCrCk2ChuOD2Xl7YforyunbVl1RS5XSzMtmdvuzcNdy9FmUMbdwR43b2kqgmnQyjO1XBXKtBuOD2XhBgn33ziPTbub+Hqpdm27W33puHuZda0RGKcjoBfVC2pbGZhVjJJsbrerlSgTUmM4WPLZlK67zBOh3CljXvbvWm4e4l2OpidnhjQMQTdfQNsOtCi82SUCqKbzppNjNPB2QVpZCTHWV1OUOip43EK3S7K9h0O2Otv2H+Y3gGPrrcrFUSZKXH86eblZKXGW11K0OiZ+3GKMl3UtBwZ124u41FS2YxD0PV2pYKsOHeqhnskGx5DsDtAHTMlVU3Mz0omJT46IK+vlFKg4X6CogBu3NHTP8DG/S06T0YpFXAa7sfJmRJPfLQzIB0zmw+00tOv6+1KqcDTcD+OwyEUuJMC0uteUtmECCzTcFdKBZiG+wgK3S7K6/y/5l5S1UyR20VqQozfX1sppbxpuI+gyO2isaOH5s5ev71mb7+H0n3NOk9GKRUUGu4jKMwcuqjqx6WZ92pa6O7z6H6pSqmg0HAfwdGOGT+G+/rKZgCWaaeMUioIfAp3EVklIuUiUiEid47w8VtF5D0R2SQib4jIfP+XGjzu5FhccVF+3XKvpKqZQncSUxN1vV0pFXhjhruIOIF7gIuB+cCaEcL7T8aYRcaY04AfAj/xe6VBJCJDG3f4J9z7BzyU7W3W/nalVND4cua+DKgwxlQaY3qBR4HV3gcYY9q8HiYCx+5IG4YKMwd3ZTp+c92J2FrbRmfvgO6XqpQKGl/CPRs44PW4eui5Y4jI50RkD4Nn7nf4pzzrFLldtB7po769Z9Kvtb5ycINe7W9XSgWLL+E+0lT7E05njTH3GGPyga8D3xrxhURuEZFSESltaGgYX6VBNjxjxh/r7iWVTeSnJ5LhioxRo0op6/kS7tWA94aDOUDtSY5/FLhypA8YY+4zxhQbY4rT09N9r9IChW7/7Mo04DGU7j2s89uVUkHlS7i/CxSISJ6IxADXAuu8DxCRAq+HlwK7/VeiNaYlxZKWFDPpM/fttW209/TrPBmlVFCNuVmHMaZfRG4HXgCcwO+MMdtE5G6g1BizDrhdRM4H+oDDwCcDWXSwFLpd7Jrk6N+SqsH1dr0zVSkVTD7txGSMeRZ49rjn7vL687/5ua6QUOh28VjpATweg8MxsQ1111c2kzstAXeEbO2llAoNeofqSRRluujqHaCm5ciEPt/jMbyr/e1KKQtouJ/E8EXVia6776hro/VIn/a3K6WCTsP9JAqG2yEn2DFTMjRPRjtllFLBpuF+Eslx0WSlxLF7ouFe1cSMqfFkR9CmvEqp0KDhPobCTBflh8bfMePxGN6p0vV2pZQ1NNzHUOR2sae+g/4Bz7g+b3d9B4e7+rS/XSllCQ33MRS4XfQOeNjb1DWuz9P+dqWUlTTcxzDRjTvWVzaRlRJHzhRdb1dKBZ+G+xjmZCQhMr5wN2ZwvX3F7GmITOzmJ6WUmgwN9zHExziZNTVhXOG+p6GDxo5e7W9XSllGw90HBW7XuG5kGt4vVTtllFJW0XD3QZHbxd6mLrr7Bnw6vqSqGXdyLLOmJQS4MqWUGpmGuw8KM10MeAyVDZ1jHmuMoaSyieV5ut6ulLKOhrsPhjtmdtePvTSzt6mL+vYeXW9XSllKw90HeWmJRDnEp3X34f1Sdb1dKWUlDXcfxEQ5yEtL9KljpqSyibSkWPLTE4NQmVJKjUzD3UeDM2ZOHu7GGEqqmlk+e6qutyulLKXh7qMit4sDzUfo7Okf9ZgDzUc42NrNCp0no5SymIa7jwqHLqpWnGRP1fVD82R0frtSymoa7j4qyhx7446SymamJsZQkJEUrLKUUmpEGu4+mjk1gdgoB7tO0jGzvrKJZbm63q6Usp6Gu4+cDmFORtKoZ+7Vh7uoaTnCCu1vV0qFAA33cShyu0Zth9T9UpVSoUTDfRwKM10cauuhtavvhI+VVDWRmhB99G5WpZSykob7OBzduGOEMQQlVc18IHcqDoeutyulrKfhPg4F7sEumOPHENS1drOvqUv3S1VKhQwN93HITo0nMcZ5wrq77peqlAo1Gu7jICKDYwiOO3NfX9mEKy6KedOTLapMKaWO5VO4i8gqESkXkQoRuXOEj39JRLaLyBYR+aeIzPJ/qaFhuGPGGHP0uZLKZpblTsWp6+1KqRAxZriLiBO4B7gYmA+sEZH5xx22ESg2xpwCrAV+6O9CQ0Wh28Xhrj4aO3oBqG/rprKxU+e3K6VCii9n7suACmNMpTGmF3gUWO19gDHmFWNM19DD9UCOf8sMHcMzZobX3UuqdL9UpVTo8SXcs4EDXo+rh54bzY3AcyN9QERuEZFSESltaGjwvcoQUph5bMdMSVUTSbFRLMjS9XalVOjwJdxHWkg2IzyHiHwcKAb+d6SPG2PuM8YUG2OK09PTfa8yhKQnxTIlIfr9M/fKZpbOmkKUU69NK6VChy+JVA3M8HqcA9Qef5CInA98E7jCGNPjn/JCj4hQOHRRtbGjh931HbrerpQKOb6E+7tAgYjkiUgMcC2wzvsAEVkM/IbBYK/3f5mhpSjTxa5DHUfnyWh/u1Iq1IwZ7saYfuB24AVgB/CYMWabiNwtIlcMHfa/QBLwVxHZJCLrRnk5Wyhwu+jo6eeJjTUkxDhZlJ1idUlKKXWMKF8OMsY8Czx73HN3ef35fD/XFdKGZ8y8vPMQZ8xJI1rX25VSIUZTaQIKh2bMeAw6T0YpFZI03CcgNSEGd3IsoPPblVKhScN9ggrdLmKjHJySo+vtSqnQ49OauzrRrefkc/HC6cRGOa0uRSmlTqDhPkFnzEnjjDlWV6GUUiPTZRmllLIhDXellLIhDXellLIhDXellLIhDXellLIhDXellLIhDXellLIhDXellLIhMWbETZUC/8YiDcC+CX56GtDox3LCnX49jqVfj/fp1+JYdvh6zDLGjLmVnWXhPhkiUmqMKba6jlChX49j6dfjffq1OFYkfT10WUYppWxIw10ppWwoXMP9PqsLCDH69TiWfj3ep1+LY0XM1yMs19yVUkqdXLieuSullDqJsAt3EVklIuUiUiEid1pdj1VEZIaIvCIiO0Rkm4j8m9U1hQIRcYrIRhF5xuparCYiqSKyVkR2Dn2ffNDqmqwiIl8c+jnZKiJ/FpE4q2sKtLAKdxFxAvcAFwPzgTUiMt/aqizTD3zZGDMPWAF8LoK/Ft7+DdhhdREh4ufA88aYucCpROjXRUSygTuAYmPMQsAJXGttVYEXVuEOLAMqjDGVxphe4FFgtcU1WcIYc9AYs2Hoz+0M/uBmW1uVtUQkB7gUuN/qWqwmIsnA2cADAMaYXmNMi7VVWSoKiBeRKCABqLW4noALt3DPBg54Pa4mwgMNQERygcVAibWVWO5nwNcAj9WFhIDZQAPw4NAy1f0ikmh1UVYwxtQAPwL2AweBVmPMi9ZWFXjhFu4ywnMR3e4jIknA48AXjDFtVtdjFRG5DKg3xpRZXUuIiAKWAL8yxiwGOoGIvEYlIlMY/A0/D8gCEkXk49ZWFXjhFu7VwAyvxzlEwK9XoxGRaAaD/RFjzN+srsdiZwBXiMheBpfrzhORP1pbkqWqgWpjzPBvc2sZDPtIdD5QZYxpMMb0AX8DTre4poALt3B/FygQkTwRiWHwosg6i2uyhIgIg+upO4wxP7G6HqsZY75hjMkxxuQy+H3xsjHG9mdnozHG1AEHRKRo6KkPAdstLMlK+4EVIpIw9HPzISLg4nKU1QWMhzGmX0RuB15g8Ir374wx2ywuyypnANcD74nIpqHn/t0Y86yFNanQ8nngkaEToUrgUxbXYwljTImIrAU2MNhltpEIuFNV71BVSikbCrdlGaWUUj7QcFdKKRvScFdKKRvScFdKKRvScFdKKRvScFdKKRvScFdKKRvScFdKKRv6/1KKEfiYZkK5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.ioff() # Turn interactive mode off\n",
    "for i in range(3):\n",
    "    plt.plot(np.random.rand(10)) \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# a6 = np.random.rand(10) # 生成10个元素\n",
    "# a6 = np.arange(10)\n",
    "a6 = np.random.randint(10) # 生成1个元素\n",
    "a6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.ioff() # Turn interactive mode off\n",
    "for i in range(3):\n",
    "    x6 = np.random.rand(10)\n",
    "    y6 = np.arange(10)\n",
    "    plt.plot(x6, y6) \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
